R Under development (unstable) (2024-10-01 r87205 ucrt) -- "Unsuffered Consequences" Copyright (C) 2024 The R Foundation for Statistical Computing Platform: x86_64-w64-mingw32/x64 R is free software and comes with ABSOLUTELY NO WARRANTY. You are welcome to redistribute it under certain conditions. Type 'license()' or 'licence()' for distribution details. R is a collaborative project with many contributors. Type 'contributors()' for more information and 'citation()' on how to cite R or R packages in publications. Type 'demo()' for some demos, 'help()' for on-line help, or 'help.start()' for an HTML browser interface to help. Type 'q()' to quit R. > # This file is part of the standard setup for testthat. > # It is recommended that you do not modify it. > # > # Where should you do additional test configuration? > # Learn more about the roles of various files in: > # * https://r-pkgs.org/tests.html > # * https://testthat.r-lib.org/reference/test_package.html#special-files > > library(testthat) > library(IRTest) Thank you for using IRTest! Please cite the package as: Li, S. (2024). IRTest: Parameter estimation of item response theory with estimation of latent distribution (Version 2.1.0). R package. URL: https://CRAN.R-project.org/package=IRTest > > test_check("IRTest") Method = N, EM cycle = 1, Max-Change = 0.731151810942982 Method = N, EM cycle = 1, Max-Change = 0.731151810942982 MLE for ability parameter estimation, 1/500 MLE for ability parameter estimation, 2/500 MLE for ability parameter estimation, 3/500 MLE for ability parameter estimation, 4/500 MLE for ability parameter estimation, 5/500 MLE for ability parameter estimation, 6/500 MLE for ability parameter estimation, 7/500 MLE for ability parameter estimation, 8/500 MLE for ability parameter estimation, 9/500 MLE for ability parameter estimation, 10/500 MLE for ability parameter estimation, 11/500 MLE for ability parameter estimation, 12/500 MLE for ability parameter estimation, 13/500 MLE for ability parameter estimation, 14/500 MLE for ability parameter estimation, 15/500 MLE for ability parameter estimation, 16/500 MLE for ability parameter estimation, 17/500 MLE for ability parameter estimation, 18/500 MLE for ability parameter estimation, 19/500 MLE for ability parameter estimation, 20/500 MLE for ability parameter estimation, 21/500 MLE for ability parameter estimation, 22/500 MLE for ability parameter estimation, 23/500 MLE for ability parameter estimation, 24/500 MLE for ability parameter estimation, 25/500 MLE for ability parameter estimation, 26/500 MLE for ability parameter estimation, 27/500 MLE for ability parameter estimation, 28/500 MLE for ability parameter estimation, 29/500 MLE for ability parameter estimation, 30/500 MLE for ability parameter estimation, 31/500 MLE for ability parameter estimation, 32/500 MLE for ability parameter estimation, 33/500 MLE for ability parameter estimation, 34/500 MLE for ability parameter estimation, 35/500 MLE for ability parameter estimation, 36/500 MLE for ability parameter estimation, 37/500 MLE for ability parameter estimation, 38/500 MLE for ability parameter estimation, 39/500 MLE for ability parameter estimation, 40/500 MLE for ability parameter estimation, 41/500 MLE for ability parameter estimation, 42/500 MLE for ability parameter estimation, 43/500 MLE for ability parameter estimation, 44/500 MLE for ability parameter estimation, 45/500 MLE for ability parameter estimation, 46/500 MLE for ability parameter estimation, 47/500 MLE for ability parameter estimation, 48/500 MLE for ability parameter estimation, 49/500 MLE for ability parameter estimation, 50/500 MLE for ability parameter estimation, 51/500 MLE for ability parameter estimation, 52/500 MLE for ability parameter estimation, 53/500 MLE for ability parameter estimation, 54/500 MLE for ability parameter estimation, 55/500 MLE for ability parameter estimation, 56/500 MLE for ability parameter estimation, 57/500 MLE for ability parameter estimation, 58/500 MLE for ability parameter estimation, 59/500 MLE for ability parameter estimation, 60/500 MLE for ability parameter estimation, 61/500 MLE for ability parameter estimation, 62/500 MLE for ability parameter estimation, 63/500 MLE for ability parameter estimation, 64/500 MLE for ability parameter estimation, 65/500 MLE for ability parameter estimation, 66/500 MLE for ability parameter estimation, 67/500 MLE for ability parameter estimation, 68/500 MLE for ability parameter estimation, 69/500 MLE for ability parameter estimation, 70/500 MLE for ability parameter estimation, 71/500 MLE for ability parameter estimation, 72/500 MLE for ability parameter estimation, 73/500 MLE for ability parameter estimation, 74/500 MLE for ability parameter estimation, 75/500 MLE for ability parameter estimation, 76/500 MLE for ability parameter estimation, 77/500 MLE for ability parameter estimation, 78/500 MLE for ability parameter estimation, 79/500 MLE for ability parameter estimation, 80/500 MLE for ability parameter estimation, 81/500 MLE for ability parameter estimation, 82/500 MLE for ability parameter estimation, 83/500 MLE for ability parameter estimation, 84/500 MLE for ability parameter estimation, 85/500 MLE for ability parameter estimation, 86/500 MLE for ability parameter estimation, 87/500 MLE for ability parameter estimation, 88/500 MLE for ability parameter estimation, 89/500 MLE for ability parameter estimation, 90/500 MLE for ability parameter estimation, 91/500 MLE for ability parameter estimation, 92/500 MLE for ability parameter estimation, 93/500 MLE for ability parameter estimation, 94/500 MLE for ability parameter estimation, 95/500 MLE for ability parameter estimation, 96/500 MLE for ability parameter estimation, 97/500 MLE for ability parameter estimation, 98/500 MLE for ability parameter estimation, 99/500 MLE for ability parameter estimation, 100/500 MLE for ability parameter estimation, 101/500 MLE for ability parameter estimation, 102/500 MLE for ability parameter estimation, 103/500 MLE for ability parameter estimation, 104/500 MLE for ability parameter estimation, 105/500 MLE for ability parameter estimation, 106/500 MLE for ability parameter estimation, 107/500 MLE for ability parameter estimation, 108/500 MLE for ability parameter estimation, 109/500 MLE for ability parameter estimation, 110/500 MLE for ability parameter estimation, 111/500 MLE for ability parameter estimation, 112/500 MLE for ability parameter estimation, 113/500 MLE for ability parameter estimation, 114/500 MLE for ability parameter estimation, 115/500 MLE for ability parameter estimation, 116/500 MLE for ability parameter estimation, 117/500 MLE for ability parameter estimation, 118/500 MLE for ability parameter estimation, 119/500 MLE for ability parameter estimation, 120/500 MLE for ability parameter estimation, 121/500 MLE for ability parameter estimation, 122/500 MLE for ability parameter estimation, 123/500 MLE for ability parameter estimation, 124/500 MLE for ability parameter estimation, 125/500 MLE for ability parameter estimation, 126/500 MLE for ability parameter estimation, 127/500 MLE for ability parameter estimation, 128/500 MLE for ability parameter estimation, 129/500 MLE for ability parameter estimation, 130/500 MLE for ability parameter estimation, 131/500 MLE for ability parameter estimation, 132/500 MLE for ability parameter estimation, 133/500 MLE for ability parameter estimation, 134/500 MLE for ability parameter estimation, 135/500 MLE for ability parameter estimation, 136/500 MLE for ability parameter estimation, 137/500 MLE for ability parameter estimation, 138/500 MLE for ability parameter estimation, 139/500 MLE for ability parameter estimation, 140/500 MLE for ability parameter estimation, 141/500 MLE for ability parameter estimation, 142/500 MLE for ability parameter estimation, 143/500 MLE for ability parameter estimation, 144/500 MLE for ability parameter estimation, 145/500 MLE for ability parameter estimation, 146/500 MLE for ability parameter estimation, 147/500 MLE for ability parameter estimation, 148/500 MLE for ability parameter estimation, 149/500 MLE for ability parameter estimation, 150/500 MLE for ability parameter estimation, 151/500 MLE for ability parameter estimation, 152/500 MLE for ability parameter estimation, 153/500 MLE for ability parameter estimation, 154/500 MLE for ability parameter estimation, 155/500 MLE for ability parameter estimation, 156/500 MLE for ability parameter estimation, 157/500 MLE for ability parameter estimation, 158/500 MLE for ability parameter estimation, 159/500 MLE for ability parameter estimation, 160/500 MLE for ability parameter estimation, 161/500 MLE for ability parameter estimation, 162/500 MLE for ability parameter estimation, 163/500 MLE for ability parameter estimation, 164/500 MLE for ability parameter estimation, 165/500 MLE for ability parameter estimation, 166/500 MLE for ability parameter estimation, 167/500 MLE for ability parameter estimation, 168/500 MLE for ability parameter estimation, 169/500 MLE for ability parameter estimation, 170/500 MLE for ability parameter estimation, 171/500 MLE for ability parameter estimation, 172/500 MLE for ability parameter estimation, 173/500 MLE for ability parameter estimation, 174/500 MLE for ability parameter estimation, 175/500 MLE for ability parameter estimation, 176/500 MLE for ability parameter estimation, 177/500 MLE for ability parameter estimation, 178/500 MLE for ability parameter estimation, 179/500 MLE for ability parameter estimation, 180/500 MLE for ability parameter estimation, 181/500 MLE for ability parameter estimation, 182/500 MLE for ability parameter estimation, 183/500 MLE for ability parameter estimation, 184/500 MLE for ability parameter estimation, 185/500 MLE for ability parameter estimation, 186/500 MLE for ability parameter estimation, 187/500 MLE for ability parameter estimation, 188/500 MLE for ability parameter estimation, 189/500 MLE for ability parameter estimation, 190/500 MLE for ability parameter estimation, 191/500 MLE for ability parameter estimation, 192/500 MLE for ability parameter estimation, 193/500 MLE for ability parameter estimation, 194/500 MLE for ability parameter estimation, 195/500 MLE for ability parameter estimation, 196/500 MLE for ability parameter estimation, 197/500 MLE for ability parameter estimation, 198/500 MLE for ability parameter estimation, 199/500 MLE for ability parameter estimation, 200/500 MLE for ability parameter estimation, 201/500 MLE for ability parameter estimation, 202/500 MLE for ability parameter estimation, 203/500 MLE for ability parameter estimation, 204/500 MLE for ability parameter estimation, 205/500 MLE for ability parameter estimation, 206/500 MLE for ability parameter estimation, 207/500 MLE for ability parameter estimation, 208/500 MLE for ability parameter estimation, 209/500 MLE for ability parameter estimation, 210/500 MLE for ability parameter estimation, 211/500 MLE for ability parameter estimation, 212/500 MLE for ability parameter estimation, 213/500 MLE for ability parameter estimation, 214/500 MLE for ability parameter estimation, 215/500 MLE for ability parameter estimation, 216/500 MLE for ability parameter estimation, 217/500 MLE for ability parameter estimation, 218/500 MLE for ability parameter estimation, 219/500 MLE for ability parameter estimation, 220/500 MLE for ability parameter estimation, 221/500 MLE for ability parameter estimation, 222/500 MLE for ability parameter estimation, 223/500 MLE for ability parameter estimation, 224/500 MLE for ability parameter estimation, 225/500 MLE for ability parameter estimation, 226/500 MLE for ability parameter estimation, 227/500 MLE for ability parameter estimation, 228/500 MLE for ability parameter estimation, 229/500 MLE for ability parameter estimation, 230/500 MLE for ability parameter estimation, 231/500 MLE for ability parameter estimation, 232/500 MLE for ability parameter estimation, 233/500 MLE for ability parameter estimation, 234/500 MLE for ability parameter estimation, 235/500 MLE for ability parameter estimation, 236/500 MLE for ability parameter estimation, 237/500 MLE for ability parameter estimation, 238/500 MLE for ability parameter estimation, 239/500 MLE for ability parameter estimation, 240/500 MLE for ability parameter estimation, 241/500 MLE for ability parameter estimation, 242/500 MLE for ability parameter estimation, 243/500 MLE for ability parameter estimation, 244/500 MLE for ability parameter estimation, 245/500 MLE for ability parameter estimation, 246/500 MLE for ability parameter estimation, 247/500 MLE for ability parameter estimation, 248/500 MLE for ability parameter estimation, 249/500 MLE for ability parameter estimation, 250/500 MLE for ability parameter estimation, 251/500 MLE for ability parameter estimation, 252/500 MLE for ability parameter estimation, 253/500 MLE for ability parameter estimation, 254/500 MLE for ability parameter estimation, 255/500 MLE for ability parameter estimation, 256/500 MLE for ability parameter estimation, 257/500 MLE for ability parameter estimation, 258/500 MLE for ability parameter estimation, 259/500 MLE for ability parameter estimation, 260/500 MLE for ability parameter estimation, 261/500 MLE for ability parameter estimation, 262/500 MLE for ability parameter estimation, 263/500 MLE for ability parameter estimation, 264/500 MLE for ability parameter estimation, 265/500 MLE for ability parameter estimation, 266/500 MLE for ability parameter estimation, 267/500 MLE for ability parameter estimation, 268/500 MLE for ability parameter estimation, 269/500 MLE for ability parameter estimation, 270/500 MLE for ability parameter estimation, 271/500 MLE for ability parameter estimation, 272/500 MLE for ability parameter estimation, 273/500 MLE for ability parameter estimation, 274/500 MLE for ability parameter estimation, 275/500 MLE for ability parameter estimation, 276/500 MLE for ability parameter estimation, 277/500 MLE for ability parameter estimation, 278/500 MLE for ability parameter estimation, 279/500 MLE for ability parameter estimation, 280/500 MLE for ability parameter estimation, 281/500 MLE for ability parameter estimation, 282/500 MLE for ability parameter estimation, 283/500 MLE for ability parameter estimation, 284/500 MLE for ability parameter estimation, 285/500 MLE for ability parameter estimation, 286/500 MLE for ability parameter estimation, 287/500 MLE for ability parameter estimation, 288/500 MLE for ability parameter estimation, 289/500 MLE for ability parameter estimation, 290/500 MLE for ability parameter estimation, 291/500 MLE for ability parameter estimation, 292/500 MLE for ability parameter estimation, 293/500 MLE for ability parameter estimation, 294/500 MLE for ability parameter estimation, 295/500 MLE for ability parameter estimation, 296/500 MLE for ability parameter estimation, 297/500 MLE for ability parameter estimation, 298/500 MLE for ability parameter estimation, 299/500 MLE for ability parameter estimation, 300/500 MLE for ability parameter estimation, 301/500 MLE for ability parameter estimation, 302/500 MLE for ability parameter estimation, 303/500 MLE for ability parameter estimation, 304/500 MLE for ability parameter estimation, 305/500 MLE for ability parameter estimation, 306/500 MLE for ability parameter estimation, 307/500 MLE for ability parameter estimation, 308/500 MLE for ability parameter estimation, 309/500 MLE for ability parameter estimation, 310/500 MLE for ability parameter estimation, 311/500 MLE for ability parameter estimation, 312/500 MLE for ability parameter estimation, 313/500 MLE for ability parameter estimation, 314/500 MLE for ability parameter estimation, 315/500 MLE for ability parameter estimation, 316/500 MLE for ability parameter estimation, 317/500 MLE for ability parameter estimation, 318/500 MLE for ability parameter estimation, 319/500 MLE for ability parameter estimation, 320/500 MLE for ability parameter estimation, 321/500 MLE for ability parameter estimation, 322/500 MLE for ability parameter estimation, 323/500 MLE for ability parameter estimation, 324/500 MLE for ability parameter estimation, 325/500 MLE for ability parameter estimation, 326/500 MLE for ability parameter estimation, 327/500 MLE for ability parameter estimation, 328/500 MLE for ability parameter estimation, 329/500 MLE for ability parameter estimation, 330/500 MLE for ability parameter estimation, 331/500 MLE for ability parameter estimation, 332/500 MLE for ability parameter estimation, 333/500 MLE for ability parameter estimation, 334/500 MLE for ability parameter estimation, 335/500 MLE for ability parameter estimation, 336/500 MLE for ability parameter estimation, 337/500 MLE for ability parameter estimation, 338/500 MLE for ability parameter estimation, 339/500 MLE for ability parameter estimation, 340/500 MLE for ability parameter estimation, 341/500 MLE for ability parameter estimation, 342/500 MLE for ability parameter estimation, 343/500 MLE for ability parameter estimation, 344/500 MLE for ability parameter estimation, 345/500 MLE for ability parameter estimation, 346/500 MLE for ability parameter estimation, 347/500 MLE for ability parameter estimation, 348/500 MLE for ability parameter estimation, 349/500 MLE for ability parameter estimation, 350/500 MLE for ability parameter estimation, 351/500 MLE for ability parameter estimation, 352/500 MLE for ability parameter estimation, 353/500 MLE for ability parameter estimation, 354/500 MLE for ability parameter estimation, 355/500 MLE for ability parameter estimation, 356/500 MLE for ability parameter estimation, 357/500 MLE for ability parameter estimation, 358/500 MLE for ability parameter estimation, 359/500 MLE for ability parameter estimation, 360/500 MLE for ability parameter estimation, 361/500 MLE for ability parameter estimation, 362/500 MLE for ability parameter estimation, 363/500 MLE for ability parameter estimation, 364/500 MLE for ability parameter estimation, 365/500 MLE for ability parameter estimation, 366/500 MLE for ability parameter estimation, 367/500 MLE for ability parameter estimation, 368/500 MLE for ability parameter estimation, 369/500 MLE for ability parameter estimation, 370/500 MLE for ability parameter estimation, 371/500 MLE for ability parameter estimation, 372/500 MLE for ability parameter estimation, 373/500 MLE for ability parameter estimation, 374/500 MLE for ability parameter estimation, 375/500 MLE for ability parameter estimation, 376/500 MLE for ability parameter estimation, 377/500 MLE for ability parameter estimation, 378/500 MLE for ability parameter estimation, 379/500 MLE for ability parameter estimation, 380/500 MLE for ability parameter estimation, 381/500 MLE for ability parameter estimation, 382/500 MLE for ability parameter estimation, 383/500 MLE for ability parameter estimation, 384/500 MLE for ability parameter estimation, 385/500 MLE for ability parameter estimation, 386/500 MLE for ability parameter estimation, 387/500 MLE for ability parameter estimation, 388/500 MLE for ability parameter estimation, 389/500 MLE for ability parameter estimation, 390/500 MLE for ability parameter estimation, 391/500 MLE for ability parameter estimation, 392/500 MLE for ability parameter estimation, 393/500 MLE for ability parameter estimation, 394/500 MLE for ability parameter estimation, 395/500 MLE for ability parameter estimation, 396/500 MLE for ability parameter estimation, 397/500 MLE for ability parameter estimation, 398/500 MLE for ability parameter estimation, 399/500 MLE for ability parameter estimation, 400/500 MLE for ability parameter estimation, 401/500 MLE for ability parameter estimation, 402/500 MLE for ability parameter estimation, 403/500 MLE for ability parameter estimation, 404/500 MLE for ability parameter estimation, 405/500 MLE for ability parameter estimation, 406/500 MLE for ability parameter estimation, 407/500 MLE for ability parameter estimation, 408/500 MLE for ability parameter estimation, 409/500 MLE for ability parameter estimation, 410/500 MLE for ability parameter estimation, 411/500 MLE for ability parameter estimation, 412/500 MLE for ability parameter estimation, 413/500 MLE for ability parameter estimation, 414/500 MLE for ability parameter estimation, 415/500 MLE for ability parameter estimation, 416/500 MLE for ability parameter estimation, 417/500 MLE for ability parameter estimation, 418/500 MLE for ability parameter estimation, 419/500 MLE for ability parameter estimation, 420/500 MLE for ability parameter estimation, 421/500 MLE for ability parameter estimation, 422/500 MLE for ability parameter estimation, 423/500 MLE for ability parameter estimation, 424/500 MLE for ability parameter estimation, 425/500 MLE for ability parameter estimation, 426/500 MLE for ability parameter estimation, 427/500 MLE for ability parameter estimation, 428/500 MLE for ability parameter estimation, 429/500 MLE for ability parameter estimation, 430/500 MLE for ability parameter estimation, 431/500 MLE for ability parameter estimation, 432/500 MLE for ability parameter estimation, 433/500 MLE for ability parameter estimation, 434/500 MLE for ability parameter estimation, 435/500 MLE for ability parameter estimation, 436/500 MLE for ability parameter estimation, 437/500 MLE for ability parameter estimation, 438/500 MLE for ability parameter estimation, 439/500 MLE for ability parameter estimation, 440/500 MLE for ability parameter estimation, 441/500 MLE for ability parameter estimation, 442/500 MLE for ability parameter estimation, 443/500 MLE for ability parameter estimation, 444/500 MLE for ability parameter estimation, 445/500 MLE for ability parameter estimation, 446/500 MLE for ability parameter estimation, 447/500 MLE for ability parameter estimation, 448/500 MLE for ability parameter estimation, 449/500 MLE for ability parameter estimation, 450/500 MLE for ability parameter estimation, 451/500 MLE for ability parameter estimation, 452/500 MLE for ability parameter estimation, 453/500 MLE for ability parameter estimation, 454/500 MLE for ability parameter estimation, 455/500 MLE for ability parameter estimation, 456/500 MLE for ability parameter estimation, 457/500 MLE for ability parameter estimation, 458/500 MLE for ability parameter estimation, 459/500 MLE for ability parameter estimation, 460/500 MLE for ability parameter estimation, 461/500 MLE for ability parameter estimation, 462/500 MLE for ability parameter estimation, 463/500 MLE for ability parameter estimation, 464/500 MLE for ability parameter estimation, 465/500 MLE for ability parameter estimation, 466/500 MLE for ability parameter estimation, 467/500 MLE for ability parameter estimation, 468/500 MLE for ability parameter estimation, 469/500 MLE for ability parameter estimation, 470/500 MLE for ability parameter estimation, 471/500 MLE for ability parameter estimation, 472/500 MLE for ability parameter estimation, 473/500 MLE for ability parameter estimation, 474/500 MLE for ability parameter estimation, 475/500 MLE for ability parameter estimation, 476/500 MLE for ability parameter estimation, 477/500 MLE for ability parameter estimation, 478/500 MLE for ability parameter estimation, 479/500 MLE for ability parameter estimation, 480/500 MLE for ability parameter estimation, 481/500 MLE for ability parameter estimation, 482/500 MLE for ability parameter estimation, 483/500 MLE for ability parameter estimation, 484/500 MLE for ability parameter estimation, 485/500 MLE for ability parameter estimation, 486/500 MLE for ability parameter estimation, 487/500 MLE for ability parameter estimation, 488/500 MLE for ability parameter estimation, 489/500 MLE for ability parameter estimation, 490/500 MLE for ability parameter estimation, 491/500 MLE for ability parameter estimation, 492/500 MLE for ability parameter estimation, 493/500 MLE for ability parameter estimation, 494/500 MLE for ability parameter estimation, 495/500 MLE for ability parameter estimation, 496/500 MLE for ability parameter estimation, 497/500 MLE for ability parameter estimation, 498/500 MLE for ability parameter estimation, 499/500 MLE for ability parameter estimation, 500/500 Method = EHM, EM cycle = 1, Max-Change = 0.731151810942982 Method = 2NM, EM cycle = 1, Max-Change = 0.73371971513881 Method = KDE, EM cycle = 1, Max-Change = 0.731151810942982 Method = DC, EM cycle = 1, Max-Change = 0.731151810942982 Method = LLS, EM cycle = 1, Max-Change = 0.731151810942982 Method = N, EM cycle = 1, Max-Change = 1.466598916666 Method = N, EM cycle = 2, Max-Change = 0.213146463826426 Method = N, EM cycle = 1, Max-Change = 1.466598916666 Method = N, EM cycle = 2, Max-Change = 0.213146463826426 MLE for ability parameter estimation, 1/500 MLE for ability parameter estimation, 2/500 MLE for ability parameter estimation, 3/500 MLE for ability parameter estimation, 4/500 MLE for ability parameter estimation, 5/500 MLE for ability parameter estimation, 6/500 MLE for ability parameter estimation, 7/500 MLE for ability parameter estimation, 8/500 MLE for ability parameter estimation, 9/500 MLE for ability parameter estimation, 10/500 MLE for ability parameter estimation, 11/500 MLE for ability parameter estimation, 12/500 MLE for ability parameter estimation, 13/500 MLE for ability parameter estimation, 14/500 MLE for ability parameter estimation, 15/500 MLE for ability parameter estimation, 16/500 MLE for ability parameter estimation, 17/500 MLE for ability parameter estimation, 18/500 MLE for ability parameter estimation, 19/500 MLE for ability parameter estimation, 20/500 MLE for ability parameter estimation, 21/500 MLE for ability parameter estimation, 22/500 MLE for ability parameter estimation, 23/500 MLE for ability parameter estimation, 24/500 MLE for ability parameter estimation, 25/500 MLE for ability parameter estimation, 26/500 MLE for ability parameter estimation, 27/500 MLE for ability parameter estimation, 28/500 MLE for ability parameter estimation, 29/500 MLE for ability parameter estimation, 30/500 MLE for ability parameter estimation, 31/500 MLE for ability parameter estimation, 32/500 MLE for ability parameter estimation, 33/500 MLE for ability parameter estimation, 34/500 MLE for ability parameter estimation, 35/500 MLE for ability parameter estimation, 36/500 MLE for ability parameter estimation, 37/500 MLE for ability parameter estimation, 38/500 MLE for ability parameter estimation, 39/500 MLE for ability parameter estimation, 40/500 MLE for ability parameter estimation, 41/500 MLE for ability parameter estimation, 42/500 MLE for ability parameter estimation, 43/500 MLE for ability parameter estimation, 44/500 MLE for ability parameter estimation, 45/500 MLE for ability parameter estimation, 46/500 MLE for ability parameter estimation, 47/500 MLE for ability parameter estimation, 48/500 MLE for ability parameter estimation, 49/500 MLE for ability parameter estimation, 50/500 MLE for ability parameter estimation, 51/500 MLE for ability parameter estimation, 52/500 MLE for ability parameter estimation, 53/500 MLE for ability parameter estimation, 54/500 MLE for ability parameter estimation, 55/500 MLE for ability parameter estimation, 56/500 MLE for ability parameter estimation, 57/500 MLE for ability parameter estimation, 58/500 MLE for ability parameter estimation, 59/500 MLE for ability parameter estimation, 60/500 MLE for ability parameter estimation, 61/500 MLE for ability parameter estimation, 62/500 MLE for ability parameter estimation, 63/500 MLE for ability parameter estimation, 64/500 MLE for ability parameter estimation, 65/500 MLE for ability parameter estimation, 66/500 MLE for ability parameter estimation, 67/500 MLE for ability parameter estimation, 68/500 MLE for ability parameter estimation, 69/500 MLE for ability parameter estimation, 70/500 MLE for ability parameter estimation, 71/500 MLE for ability parameter estimation, 72/500 MLE for ability parameter estimation, 73/500 MLE for ability parameter estimation, 74/500 MLE for ability parameter estimation, 75/500 MLE for ability parameter estimation, 76/500 MLE for ability parameter estimation, 77/500 MLE for ability parameter estimation, 78/500 MLE for ability parameter estimation, 79/500 MLE for ability parameter estimation, 80/500 MLE for ability parameter estimation, 81/500 MLE for ability parameter estimation, 82/500 MLE for ability parameter estimation, 83/500 MLE for ability parameter estimation, 84/500 MLE for ability parameter estimation, 85/500 MLE for ability parameter estimation, 86/500 MLE for ability parameter estimation, 87/500 MLE for ability parameter estimation, 88/500 MLE for ability parameter estimation, 89/500 MLE for ability parameter estimation, 90/500 MLE for ability parameter estimation, 91/500 MLE for ability parameter estimation, 92/500 MLE for ability parameter estimation, 93/500 MLE for ability parameter estimation, 94/500 MLE for ability parameter estimation, 95/500 MLE for ability parameter estimation, 96/500 MLE for ability parameter estimation, 97/500 MLE for ability parameter estimation, 98/500 MLE for ability parameter estimation, 99/500 MLE for ability parameter estimation, 100/500 MLE for ability parameter estimation, 101/500 MLE for ability parameter estimation, 102/500 MLE for ability parameter estimation, 103/500 MLE for ability parameter estimation, 104/500 MLE for ability parameter estimation, 105/500 MLE for ability parameter estimation, 106/500 MLE for ability parameter estimation, 107/500 MLE for ability parameter estimation, 108/500 MLE for ability parameter estimation, 109/500 MLE for ability parameter estimation, 110/500 MLE for ability parameter estimation, 111/500 MLE for ability parameter estimation, 112/500 MLE for ability parameter estimation, 113/500 MLE for ability parameter estimation, 114/500 MLE for ability parameter estimation, 115/500 MLE for ability parameter estimation, 116/500 MLE for ability parameter estimation, 117/500 MLE for ability parameter estimation, 118/500 MLE for ability parameter estimation, 119/500 MLE for ability parameter estimation, 120/500 MLE for ability parameter estimation, 121/500 MLE for ability parameter estimation, 122/500 MLE for ability parameter estimation, 123/500 MLE for ability parameter estimation, 124/500 MLE for ability parameter estimation, 125/500 MLE for ability parameter estimation, 126/500 MLE for ability parameter estimation, 127/500 MLE for ability parameter estimation, 128/500 MLE for ability parameter estimation, 129/500 MLE for ability parameter estimation, 130/500 MLE for ability parameter estimation, 131/500 MLE for ability parameter estimation, 132/500 MLE for ability parameter estimation, 133/500 MLE for ability parameter estimation, 134/500 MLE for ability parameter estimation, 135/500 MLE for ability parameter estimation, 136/500 MLE for ability parameter estimation, 137/500 MLE for ability parameter estimation, 138/500 MLE for ability parameter estimation, 139/500 MLE for ability parameter estimation, 140/500 MLE for ability parameter estimation, 141/500 MLE for ability parameter estimation, 142/500 MLE for ability parameter estimation, 143/500 MLE for ability parameter estimation, 144/500 MLE for ability parameter estimation, 145/500 MLE for ability parameter estimation, 146/500 MLE for ability parameter estimation, 147/500 MLE for ability parameter estimation, 148/500 MLE for ability parameter estimation, 149/500 MLE for ability parameter estimation, 150/500 MLE for ability parameter estimation, 151/500 MLE for ability parameter estimation, 152/500 MLE for ability parameter estimation, 153/500 MLE for ability parameter estimation, 154/500 MLE for ability parameter estimation, 155/500 MLE for ability parameter estimation, 156/500 MLE for ability parameter estimation, 157/500 MLE for ability parameter estimation, 158/500 MLE for ability parameter estimation, 159/500 MLE for ability parameter estimation, 160/500 MLE for ability parameter estimation, 161/500 MLE for ability parameter estimation, 162/500 MLE for ability parameter estimation, 163/500 MLE for ability parameter estimation, 164/500 MLE for ability parameter estimation, 165/500 MLE for ability parameter estimation, 166/500 MLE for ability parameter estimation, 167/500 MLE for ability parameter estimation, 168/500 MLE for ability parameter estimation, 169/500 MLE for ability parameter estimation, 170/500 MLE for ability parameter estimation, 171/500 MLE for ability parameter estimation, 172/500 MLE for ability parameter estimation, 173/500 MLE for ability parameter estimation, 174/500 MLE for ability parameter estimation, 175/500 MLE for ability parameter estimation, 176/500 MLE for ability parameter estimation, 177/500 MLE for ability parameter estimation, 178/500 MLE for ability parameter estimation, 179/500 MLE for ability parameter estimation, 180/500 MLE for ability parameter estimation, 181/500 MLE for ability parameter estimation, 182/500 MLE for ability parameter estimation, 183/500 MLE for ability parameter estimation, 184/500 MLE for ability parameter estimation, 185/500 MLE for ability parameter estimation, 186/500 MLE for ability parameter estimation, 187/500 MLE for ability parameter estimation, 188/500 MLE for ability parameter estimation, 189/500 MLE for ability parameter estimation, 190/500 MLE for ability parameter estimation, 191/500 MLE for ability parameter estimation, 192/500 MLE for ability parameter estimation, 193/500 MLE for ability parameter estimation, 194/500 MLE for ability parameter estimation, 195/500 MLE for ability parameter estimation, 196/500 MLE for ability parameter estimation, 197/500 MLE for ability parameter estimation, 198/500 MLE for ability parameter estimation, 199/500 MLE for ability parameter estimation, 200/500 MLE for ability parameter estimation, 201/500 MLE for ability parameter estimation, 202/500 MLE for ability parameter estimation, 203/500 MLE for ability parameter estimation, 204/500 MLE for ability parameter estimation, 205/500 MLE for ability parameter estimation, 206/500 MLE for ability parameter estimation, 207/500 MLE for ability parameter estimation, 208/500 MLE for ability parameter estimation, 209/500 MLE for ability parameter estimation, 210/500 MLE for ability parameter estimation, 211/500 MLE for ability parameter estimation, 212/500 MLE for ability parameter estimation, 213/500 MLE for ability parameter estimation, 214/500 MLE for ability parameter estimation, 215/500 MLE for ability parameter estimation, 216/500 MLE for ability parameter estimation, 217/500 MLE for ability parameter estimation, 218/500 MLE for ability parameter estimation, 219/500 MLE for ability parameter estimation, 220/500 MLE for ability parameter estimation, 221/500 MLE for ability parameter estimation, 222/500 MLE for ability parameter estimation, 223/500 MLE for ability parameter estimation, 224/500 MLE for ability parameter estimation, 225/500 MLE for ability parameter estimation, 226/500 MLE for ability parameter estimation, 227/500 MLE for ability parameter estimation, 228/500 MLE for ability parameter estimation, 229/500 MLE for ability parameter estimation, 230/500 MLE for ability parameter estimation, 231/500 MLE for ability parameter estimation, 232/500 MLE for ability parameter estimation, 233/500 MLE for ability parameter estimation, 234/500 MLE for ability parameter estimation, 235/500 MLE for ability parameter estimation, 236/500 MLE for ability parameter estimation, 237/500 MLE for ability parameter estimation, 238/500 MLE for ability parameter estimation, 239/500 MLE for ability parameter estimation, 240/500 MLE for ability parameter estimation, 241/500 MLE for ability parameter estimation, 242/500 MLE for ability parameter estimation, 243/500 MLE for ability parameter estimation, 244/500 MLE for ability parameter estimation, 245/500 MLE for ability parameter estimation, 246/500 MLE for ability parameter estimation, 247/500 MLE for ability parameter estimation, 248/500 MLE for ability parameter estimation, 249/500 MLE for ability parameter estimation, 250/500 MLE for ability parameter estimation, 251/500 MLE for ability parameter estimation, 252/500 MLE for ability parameter estimation, 253/500 MLE for ability parameter estimation, 254/500 MLE for ability parameter estimation, 255/500 MLE for ability parameter estimation, 256/500 MLE for ability parameter estimation, 257/500 MLE for ability parameter estimation, 258/500 MLE for ability parameter estimation, 259/500 MLE for ability parameter estimation, 260/500 MLE for ability parameter estimation, 261/500 MLE for ability parameter estimation, 262/500 MLE for ability parameter estimation, 263/500 MLE for ability parameter estimation, 264/500 MLE for ability parameter estimation, 265/500 MLE for ability parameter estimation, 266/500 MLE for ability parameter estimation, 267/500 MLE for ability parameter estimation, 268/500 MLE for ability parameter estimation, 269/500 MLE for ability parameter estimation, 270/500 MLE for ability parameter estimation, 271/500 MLE for ability parameter estimation, 272/500 MLE for ability parameter estimation, 273/500 MLE for ability parameter estimation, 274/500 MLE for ability parameter estimation, 275/500 MLE for ability parameter estimation, 276/500 MLE for ability parameter estimation, 277/500 MLE for ability parameter estimation, 278/500 MLE for ability parameter estimation, 279/500 MLE for ability parameter estimation, 280/500 MLE for ability parameter estimation, 281/500 MLE for ability parameter estimation, 282/500 MLE for ability parameter estimation, 283/500 MLE for ability parameter estimation, 284/500 MLE for ability parameter estimation, 285/500 MLE for ability parameter estimation, 286/500 MLE for ability parameter estimation, 287/500 MLE for ability parameter estimation, 288/500 MLE for ability parameter estimation, 289/500 MLE for ability parameter estimation, 290/500 MLE for ability parameter estimation, 291/500 MLE for ability parameter estimation, 292/500 MLE for ability parameter estimation, 293/500 MLE for ability parameter estimation, 294/500 MLE for ability parameter estimation, 295/500 MLE for ability parameter estimation, 296/500 MLE for ability parameter estimation, 297/500 MLE for ability parameter estimation, 298/500 MLE for ability parameter estimation, 299/500 MLE for ability parameter estimation, 300/500 MLE for ability parameter estimation, 301/500 MLE for ability parameter estimation, 302/500 MLE for ability parameter estimation, 303/500 MLE for ability parameter estimation, 304/500 MLE for ability parameter estimation, 305/500 MLE for ability parameter estimation, 306/500 MLE for ability parameter estimation, 307/500 MLE for ability parameter estimation, 308/500 MLE for ability parameter estimation, 309/500 MLE for ability parameter estimation, 310/500 MLE for ability parameter estimation, 311/500 MLE for ability parameter estimation, 312/500 MLE for ability parameter estimation, 313/500 MLE for ability parameter estimation, 314/500 MLE for ability parameter estimation, 315/500 MLE for ability parameter estimation, 316/500 MLE for ability parameter estimation, 317/500 MLE for ability parameter estimation, 318/500 MLE for ability parameter estimation, 319/500 MLE for ability parameter estimation, 320/500 MLE for ability parameter estimation, 321/500 MLE for ability parameter estimation, 322/500 MLE for ability parameter estimation, 323/500 MLE for ability parameter estimation, 324/500 MLE for ability parameter estimation, 325/500 MLE for ability parameter estimation, 326/500 MLE for ability parameter estimation, 327/500 MLE for ability parameter estimation, 328/500 MLE for ability parameter estimation, 329/500 MLE for ability parameter estimation, 330/500 MLE for ability parameter estimation, 331/500 MLE for ability parameter estimation, 332/500 MLE for ability parameter estimation, 333/500 MLE for ability parameter estimation, 334/500 MLE for ability parameter estimation, 335/500 MLE for ability parameter estimation, 336/500 MLE for ability parameter estimation, 337/500 MLE for ability parameter estimation, 338/500 MLE for ability parameter estimation, 339/500 MLE for ability parameter estimation, 340/500 MLE for ability parameter estimation, 341/500 MLE for ability parameter estimation, 342/500 MLE for ability parameter estimation, 343/500 MLE for ability parameter estimation, 344/500 MLE for ability parameter estimation, 345/500 MLE for ability parameter estimation, 346/500 MLE for ability parameter estimation, 347/500 MLE for ability parameter estimation, 348/500 MLE for ability parameter estimation, 349/500 MLE for ability parameter estimation, 350/500 MLE for ability parameter estimation, 351/500 MLE for ability parameter estimation, 352/500 MLE for ability parameter estimation, 353/500 MLE for ability parameter estimation, 354/500 MLE for ability parameter estimation, 355/500 MLE for ability parameter estimation, 356/500 MLE for ability parameter estimation, 357/500 MLE for ability parameter estimation, 358/500 MLE for ability parameter estimation, 359/500 MLE for ability parameter estimation, 360/500 MLE for ability parameter estimation, 361/500 MLE for ability parameter estimation, 362/500 MLE for ability parameter estimation, 363/500 MLE for ability parameter estimation, 364/500 MLE for ability parameter estimation, 365/500 MLE for ability parameter estimation, 366/500 MLE for ability parameter estimation, 367/500 MLE for ability parameter estimation, 368/500 MLE for ability parameter estimation, 369/500 MLE for ability parameter estimation, 370/500 MLE for ability parameter estimation, 371/500 MLE for ability parameter estimation, 372/500 MLE for ability parameter estimation, 373/500 MLE for ability parameter estimation, 374/500 MLE for ability parameter estimation, 375/500 MLE for ability parameter estimation, 376/500 MLE for ability parameter estimation, 377/500 MLE for ability parameter estimation, 378/500 MLE for ability parameter estimation, 379/500 MLE for ability parameter estimation, 380/500 MLE for ability parameter estimation, 381/500 MLE for ability parameter estimation, 382/500 MLE for ability parameter estimation, 383/500 MLE for ability parameter estimation, 384/500 MLE for ability parameter estimation, 385/500 MLE for ability parameter estimation, 386/500 MLE for ability parameter estimation, 387/500 MLE for ability parameter estimation, 388/500 MLE for ability parameter estimation, 389/500 MLE for ability parameter estimation, 390/500 MLE for ability parameter estimation, 391/500 MLE for ability parameter estimation, 392/500 MLE for ability parameter estimation, 393/500 MLE for ability parameter estimation, 394/500 MLE for ability parameter estimation, 395/500 MLE for ability parameter estimation, 396/500 MLE for ability parameter estimation, 397/500 MLE for ability parameter estimation, 398/500 MLE for ability parameter estimation, 399/500 MLE for ability parameter estimation, 400/500 MLE for ability parameter estimation, 401/500 MLE for ability parameter estimation, 402/500 MLE for ability parameter estimation, 403/500 MLE for ability parameter estimation, 404/500 MLE for ability parameter estimation, 405/500 MLE for ability parameter estimation, 406/500 MLE for ability parameter estimation, 407/500 MLE for ability parameter estimation, 408/500 MLE for ability parameter estimation, 409/500 MLE for ability parameter estimation, 410/500 MLE for ability parameter estimation, 411/500 MLE for ability parameter estimation, 412/500 MLE for ability parameter estimation, 413/500 MLE for ability parameter estimation, 414/500 MLE for ability parameter estimation, 415/500 MLE for ability parameter estimation, 416/500 MLE for ability parameter estimation, 417/500 MLE for ability parameter estimation, 418/500 MLE for ability parameter estimation, 419/500 MLE for ability parameter estimation, 420/500 MLE for ability parameter estimation, 421/500 MLE for ability parameter estimation, 422/500 MLE for ability parameter estimation, 423/500 MLE for ability parameter estimation, 424/500 MLE for ability parameter estimation, 425/500 MLE for ability parameter estimation, 426/500 MLE for ability parameter estimation, 427/500 MLE for ability parameter estimation, 428/500 MLE for ability parameter estimation, 429/500 MLE for ability parameter estimation, 430/500 MLE for ability parameter estimation, 431/500 MLE for ability parameter estimation, 432/500 MLE for ability parameter estimation, 433/500 MLE for ability parameter estimation, 434/500 MLE for ability parameter estimation, 435/500 MLE for ability parameter estimation, 436/500 MLE for ability parameter estimation, 437/500 MLE for ability parameter estimation, 438/500 MLE for ability parameter estimation, 439/500 MLE for ability parameter estimation, 440/500 MLE for ability parameter estimation, 441/500 MLE for ability parameter estimation, 442/500 MLE for ability parameter estimation, 443/500 MLE for ability parameter estimation, 444/500 MLE for ability parameter estimation, 445/500 MLE for ability parameter estimation, 446/500 MLE for ability parameter estimation, 447/500 MLE for ability parameter estimation, 448/500 MLE for ability parameter estimation, 449/500 MLE for ability parameter estimation, 450/500 MLE for ability parameter estimation, 451/500 MLE for ability parameter estimation, 452/500 MLE for ability parameter estimation, 453/500 MLE for ability parameter estimation, 454/500 MLE for ability parameter estimation, 455/500 MLE for ability parameter estimation, 456/500 MLE for ability parameter estimation, 457/500 MLE for ability parameter estimation, 458/500 MLE for ability parameter estimation, 459/500 MLE for ability parameter estimation, 460/500 MLE for ability parameter estimation, 461/500 MLE for ability parameter estimation, 462/500 MLE for ability parameter estimation, 463/500 MLE for ability parameter estimation, 464/500 MLE for ability parameter estimation, 465/500 MLE for ability parameter estimation, 466/500 MLE for ability parameter estimation, 467/500 MLE for ability parameter estimation, 468/500 MLE for ability parameter estimation, 469/500 MLE for ability parameter estimation, 470/500 MLE for ability parameter estimation, 471/500 MLE for ability parameter estimation, 472/500 MLE for ability parameter estimation, 473/500 MLE for ability parameter estimation, 474/500 MLE for ability parameter estimation, 475/500 MLE for ability parameter estimation, 476/500 MLE for ability parameter estimation, 477/500 MLE for ability parameter estimation, 478/500 MLE for ability parameter estimation, 479/500 MLE for ability parameter estimation, 480/500 MLE for ability parameter estimation, 481/500 MLE for ability parameter estimation, 482/500 MLE for ability parameter estimation, 483/500 MLE for ability parameter estimation, 484/500 MLE for ability parameter estimation, 485/500 MLE for ability parameter estimation, 486/500 MLE for ability parameter estimation, 487/500 MLE for ability parameter estimation, 488/500 MLE for ability parameter estimation, 489/500 MLE for ability parameter estimation, 490/500 MLE for ability parameter estimation, 491/500 MLE for ability parameter estimation, 492/500 MLE for ability parameter estimation, 493/500 MLE for ability parameter estimation, 494/500 MLE for ability parameter estimation, 495/500 MLE for ability parameter estimation, 496/500 MLE for ability parameter estimation, 497/500 MLE for ability parameter estimation, 498/500 MLE for ability parameter estimation, 499/500 MLE for ability parameter estimation, 500/500 Method = N, EM cycle = 1, Max-Change = 1.2843675838483 Method = N, EM cycle = 2, Max-Change = 0.18239830362118 Method = N, EM cycle = 1, Max-Change = 2.97917029790166 Method = N, EM cycle = 2, Max-Change = 4.43810926485536 Method = EHM, EM cycle = 1, Max-Change = 1.466598916666 Method = EHM, EM cycle = 2, Max-Change = 0.211900842370132 Method = 2NM, EM cycle = 1, Max-Change = 1.47410887396381 Method = 2NM, EM cycle = 2, Max-Change = 0.209629532647032 Method = KDE, EM cycle = 1, Max-Change = 1.466598916666 Method = KDE, EM cycle = 2, Max-Change = 0.203519741464386 Method = DC, EM cycle = 1, Max-Change = 1.466598916666 Method = DC, EM cycle = 2, Max-Change = 0.213150857173281 Method = LLS, EM cycle = 1, Max-Change = 1.466598916666 Method = LLS, EM cycle = 2, Max-Change = 0.213221246986018 Method = N, EM cycle = 1, Max-Change = 6.38061382384528 Method = N, EM cycle = 2, Max-Change = 1.95531367162699 Method = EHM, EM cycle = 1, Max-Change = 6.38061382384528 Method = EHM, EM cycle = 2, Max-Change = 2.11582132494035 Method = 2NM, EM cycle = 1, Max-Change = 6.38061382384528 Method = 2NM, EM cycle = 2, Max-Change = 1.95531367162699 Method = KDE, EM cycle = 1, Max-Change = 6.38061382384528 Method = KDE, EM cycle = 2, Max-Change = 1.96696546884408 Method = DC, EM cycle = 1, Max-Change = 6.38061382384528 Method = DC, EM cycle = 2, Max-Change = 1.95627419632967 Method = LLS, EM cycle = 1, Max-Change = 6.38061382384528 Method = LLS, EM cycle = 2, Max-Change = 1.95636432982072 Method = N, EM cycle = 1, Max-Change = 2.55558861299848 Method = N, EM cycle = 2, Max-Change = 0.412696472571701 Method = N, EM cycle = 1, Max-Change = 3.6954725094373 Method = N, EM cycle = 2, Max-Change = 0.433213311372827 MLE for ability parameter estimation, 1/1000 MLE for ability parameter estimation, 2/1000 MLE for ability parameter estimation, 3/1000 MLE for ability parameter estimation, 4/1000 MLE for ability parameter estimation, 5/1000 MLE for ability parameter estimation, 6/1000 MLE for ability parameter estimation, 7/1000 MLE for ability parameter estimation, 8/1000 MLE for ability parameter estimation, 9/1000 MLE for ability parameter estimation, 10/1000 MLE for ability parameter estimation, 11/1000 MLE for ability parameter estimation, 12/1000 MLE for ability parameter estimation, 13/1000 MLE for ability parameter estimation, 14/1000 MLE for ability parameter estimation, 15/1000 MLE for ability parameter estimation, 16/1000 MLE for ability parameter estimation, 17/1000 MLE for ability parameter estimation, 18/1000 MLE for ability parameter estimation, 19/1000 MLE for ability parameter estimation, 20/1000 MLE for ability parameter estimation, 21/1000 MLE for ability parameter estimation, 22/1000 MLE for ability parameter estimation, 23/1000 MLE for ability parameter estimation, 24/1000 MLE for ability parameter estimation, 25/1000 MLE for ability parameter estimation, 26/1000 MLE for ability parameter estimation, 27/1000 MLE for ability parameter estimation, 28/1000 MLE for ability parameter estimation, 29/1000 MLE for ability parameter estimation, 30/1000 MLE for ability parameter estimation, 31/1000 MLE for ability parameter estimation, 32/1000 MLE for ability parameter estimation, 33/1000 MLE for ability parameter estimation, 34/1000 MLE for ability parameter estimation, 35/1000 MLE for ability parameter estimation, 36/1000 MLE for ability parameter estimation, 37/1000 MLE for ability parameter estimation, 38/1000 MLE for ability parameter estimation, 39/1000 MLE for ability parameter estimation, 40/1000 MLE for ability parameter estimation, 41/1000 MLE for ability parameter estimation, 42/1000 MLE for ability parameter estimation, 43/1000 MLE for ability parameter estimation, 44/1000 MLE for ability parameter estimation, 45/1000 MLE for ability parameter estimation, 46/1000 MLE for ability parameter estimation, 47/1000 MLE for ability parameter estimation, 48/1000 MLE for ability parameter estimation, 49/1000 MLE for ability parameter estimation, 50/1000 MLE for ability parameter estimation, 51/1000 MLE for ability parameter estimation, 52/1000 MLE for ability parameter estimation, 53/1000 MLE for ability parameter estimation, 54/1000 MLE for ability parameter estimation, 55/1000 MLE for ability parameter estimation, 56/1000 MLE for ability parameter estimation, 57/1000 MLE for ability parameter estimation, 58/1000 MLE for ability parameter estimation, 59/1000 MLE for ability parameter estimation, 60/1000 MLE for ability parameter estimation, 61/1000 MLE for ability parameter estimation, 62/1000 MLE for ability parameter estimation, 63/1000 MLE for ability parameter estimation, 64/1000 MLE for ability parameter estimation, 65/1000 MLE for ability parameter estimation, 66/1000 MLE for ability parameter estimation, 67/1000 MLE for ability parameter estimation, 68/1000 MLE for ability parameter estimation, 69/1000 MLE for ability parameter estimation, 70/1000 MLE for ability parameter estimation, 71/1000 MLE for ability parameter estimation, 72/1000 MLE for ability parameter estimation, 73/1000 MLE for ability parameter estimation, 74/1000 MLE for ability parameter estimation, 75/1000 MLE for ability parameter estimation, 76/1000 MLE for ability parameter estimation, 77/1000 MLE for ability parameter estimation, 78/1000 MLE for ability parameter estimation, 79/1000 MLE for ability parameter estimation, 80/1000 MLE for ability parameter estimation, 81/1000 MLE for ability parameter estimation, 82/1000 MLE for ability parameter estimation, 83/1000 MLE for ability parameter estimation, 84/1000 MLE for ability parameter estimation, 85/1000 MLE for ability parameter estimation, 86/1000 MLE for ability parameter estimation, 87/1000 MLE for ability parameter estimation, 88/1000 MLE for ability parameter estimation, 89/1000 MLE for ability parameter estimation, 90/1000 MLE for ability parameter estimation, 91/1000 MLE for ability parameter estimation, 92/1000 MLE for ability parameter estimation, 93/1000 MLE for ability parameter estimation, 94/1000 MLE for ability parameter estimation, 95/1000 MLE for ability parameter estimation, 96/1000 MLE for ability parameter estimation, 97/1000 MLE for ability parameter estimation, 98/1000 MLE for ability parameter estimation, 99/1000 MLE for ability parameter estimation, 100/1000 MLE for ability parameter estimation, 101/1000 MLE for ability parameter estimation, 102/1000 MLE for ability parameter estimation, 103/1000 MLE for ability parameter estimation, 104/1000 MLE for ability parameter estimation, 105/1000 MLE for ability parameter estimation, 106/1000 MLE for ability parameter estimation, 107/1000 MLE for ability parameter estimation, 108/1000 MLE for ability parameter estimation, 109/1000 MLE for ability parameter estimation, 110/1000 MLE for ability parameter estimation, 111/1000 MLE for ability parameter estimation, 112/1000 MLE for ability parameter estimation, 113/1000 MLE for ability parameter estimation, 114/1000 MLE for ability parameter estimation, 115/1000 MLE for ability parameter estimation, 116/1000 MLE for ability parameter estimation, 117/1000 MLE for ability parameter estimation, 118/1000 MLE for ability parameter estimation, 119/1000 MLE for ability parameter estimation, 120/1000 MLE for ability parameter estimation, 121/1000 MLE for ability parameter estimation, 122/1000 MLE for ability parameter estimation, 123/1000 MLE for ability parameter estimation, 124/1000 MLE for ability parameter estimation, 125/1000 MLE for ability parameter estimation, 126/1000 MLE for ability parameter estimation, 127/1000 MLE for ability parameter estimation, 128/1000 MLE for ability parameter estimation, 129/1000 MLE for ability parameter estimation, 130/1000 MLE for ability parameter estimation, 131/1000 MLE for ability parameter estimation, 132/1000 MLE for ability parameter estimation, 133/1000 MLE for ability parameter estimation, 134/1000 MLE for ability parameter estimation, 135/1000 MLE for ability parameter estimation, 136/1000 MLE for ability parameter estimation, 137/1000 MLE for ability parameter estimation, 138/1000 MLE for ability parameter estimation, 139/1000 MLE for ability parameter estimation, 140/1000 MLE for ability parameter estimation, 141/1000 MLE for ability parameter estimation, 142/1000 MLE for ability parameter estimation, 143/1000 MLE for ability parameter estimation, 144/1000 MLE for ability parameter estimation, 145/1000 MLE for ability parameter estimation, 146/1000 MLE for ability parameter estimation, 147/1000 MLE for ability parameter estimation, 148/1000 MLE for ability parameter estimation, 149/1000 MLE for ability parameter estimation, 150/1000 MLE for ability parameter estimation, 151/1000 MLE for ability parameter estimation, 152/1000 MLE for ability parameter estimation, 153/1000 MLE for ability parameter estimation, 154/1000 MLE for ability parameter estimation, 155/1000 MLE for ability parameter estimation, 156/1000 MLE for ability parameter estimation, 157/1000 MLE for ability parameter estimation, 158/1000 MLE for ability parameter estimation, 159/1000 MLE for ability parameter estimation, 160/1000 MLE for ability parameter estimation, 161/1000 MLE for ability parameter estimation, 162/1000 MLE for ability parameter estimation, 163/1000 MLE for ability parameter estimation, 164/1000 MLE for ability parameter estimation, 165/1000 MLE for ability parameter estimation, 166/1000 MLE for ability parameter estimation, 167/1000 MLE for ability parameter estimation, 168/1000 MLE for ability parameter estimation, 169/1000 MLE for ability parameter estimation, 170/1000 MLE for ability parameter estimation, 171/1000 MLE for ability parameter estimation, 172/1000 MLE for ability parameter estimation, 173/1000 MLE for ability parameter estimation, 174/1000 MLE for ability parameter estimation, 175/1000 MLE for ability parameter estimation, 176/1000 MLE for ability parameter estimation, 177/1000 MLE for ability parameter estimation, 178/1000 MLE for ability parameter estimation, 179/1000 MLE for ability parameter estimation, 180/1000 MLE for ability parameter estimation, 181/1000 MLE for ability parameter estimation, 182/1000 MLE for ability parameter estimation, 183/1000 MLE for ability parameter estimation, 184/1000 MLE for ability parameter estimation, 185/1000 MLE for ability parameter estimation, 186/1000 MLE for ability parameter estimation, 187/1000 MLE for ability parameter estimation, 188/1000 MLE for ability parameter estimation, 189/1000 MLE for ability parameter estimation, 190/1000 MLE for ability parameter estimation, 191/1000 MLE for ability parameter estimation, 192/1000 MLE for ability parameter estimation, 193/1000 MLE for ability parameter estimation, 194/1000 MLE for ability parameter estimation, 195/1000 MLE for ability parameter estimation, 196/1000 MLE for ability parameter estimation, 197/1000 MLE for ability parameter estimation, 198/1000 MLE for ability parameter estimation, 199/1000 MLE for ability parameter estimation, 200/1000 MLE for ability parameter estimation, 201/1000 MLE for ability parameter estimation, 202/1000 MLE for ability parameter estimation, 203/1000 MLE for ability parameter estimation, 204/1000 MLE for ability parameter estimation, 205/1000 MLE for ability parameter estimation, 206/1000 MLE for ability parameter estimation, 207/1000 MLE for ability parameter estimation, 208/1000 MLE for ability parameter estimation, 209/1000 MLE for ability parameter estimation, 210/1000 MLE for ability parameter estimation, 211/1000 MLE for ability parameter estimation, 212/1000 MLE for ability parameter estimation, 213/1000 MLE for ability parameter estimation, 214/1000 MLE for ability parameter estimation, 215/1000 MLE for ability parameter estimation, 216/1000 MLE for ability parameter estimation, 217/1000 MLE for ability parameter estimation, 218/1000 MLE for ability parameter estimation, 219/1000 MLE for ability parameter estimation, 220/1000 MLE for ability parameter estimation, 221/1000 MLE for ability parameter estimation, 222/1000 MLE for ability parameter estimation, 223/1000 MLE for ability parameter estimation, 224/1000 MLE for ability parameter estimation, 225/1000 MLE for ability parameter estimation, 226/1000 MLE for ability parameter estimation, 227/1000 MLE for ability parameter estimation, 228/1000 MLE for ability parameter estimation, 229/1000 MLE for ability parameter estimation, 230/1000 MLE for ability parameter estimation, 231/1000 MLE for ability parameter estimation, 232/1000 MLE for ability parameter estimation, 233/1000 MLE for ability parameter estimation, 234/1000 MLE for ability parameter estimation, 235/1000 MLE for ability parameter estimation, 236/1000 MLE for ability parameter estimation, 237/1000 MLE for ability parameter estimation, 238/1000 MLE for ability parameter estimation, 239/1000 MLE for ability parameter estimation, 240/1000 MLE for ability parameter estimation, 241/1000 MLE for ability parameter estimation, 242/1000 MLE for ability parameter estimation, 243/1000 MLE for ability parameter estimation, 244/1000 MLE for ability parameter estimation, 245/1000 MLE for ability parameter estimation, 246/1000 MLE for ability parameter estimation, 247/1000 MLE for ability parameter estimation, 248/1000 MLE for ability parameter estimation, 249/1000 MLE for ability parameter estimation, 250/1000 MLE for ability parameter estimation, 251/1000 MLE for ability parameter estimation, 252/1000 MLE for ability parameter estimation, 253/1000 MLE for ability parameter estimation, 254/1000 MLE for ability parameter estimation, 255/1000 MLE for ability parameter estimation, 256/1000 MLE for ability parameter estimation, 257/1000 MLE for ability parameter estimation, 258/1000 MLE for ability parameter estimation, 259/1000 MLE for ability parameter estimation, 260/1000 MLE for ability parameter estimation, 261/1000 MLE for ability parameter estimation, 262/1000 MLE for ability parameter estimation, 263/1000 MLE for ability parameter estimation, 264/1000 MLE for ability parameter estimation, 265/1000 MLE for ability parameter estimation, 266/1000 MLE for ability parameter estimation, 267/1000 MLE for ability parameter estimation, 268/1000 MLE for ability parameter estimation, 269/1000 MLE for ability parameter estimation, 270/1000 MLE for ability parameter estimation, 271/1000 MLE for ability parameter estimation, 272/1000 MLE for ability parameter estimation, 273/1000 MLE for ability parameter estimation, 274/1000 MLE for ability parameter estimation, 275/1000 MLE for ability parameter estimation, 276/1000 MLE for ability parameter estimation, 277/1000 MLE for ability parameter estimation, 278/1000 MLE for ability parameter estimation, 279/1000 MLE for ability parameter estimation, 280/1000 MLE for ability parameter estimation, 281/1000 MLE for ability parameter estimation, 282/1000 MLE for ability parameter estimation, 283/1000 MLE for ability parameter estimation, 284/1000 MLE for ability parameter estimation, 285/1000 MLE for ability parameter estimation, 286/1000 MLE for ability parameter estimation, 287/1000 MLE for ability parameter estimation, 288/1000 MLE for ability parameter estimation, 289/1000 MLE for ability parameter estimation, 290/1000 MLE for ability parameter estimation, 291/1000 MLE for ability parameter estimation, 292/1000 MLE for ability parameter estimation, 293/1000 MLE for ability parameter estimation, 294/1000 MLE for ability parameter estimation, 295/1000 MLE for ability parameter estimation, 296/1000 MLE for ability parameter estimation, 297/1000 MLE for ability parameter estimation, 298/1000 MLE for ability parameter estimation, 299/1000 MLE for ability parameter estimation, 300/1000 MLE for ability parameter estimation, 301/1000 MLE for ability parameter estimation, 302/1000 MLE for ability parameter estimation, 303/1000 MLE for ability parameter estimation, 304/1000 MLE for ability parameter estimation, 305/1000 MLE for ability parameter estimation, 306/1000 MLE for ability parameter estimation, 307/1000 MLE for ability parameter estimation, 308/1000 MLE for ability parameter estimation, 309/1000 MLE for ability parameter estimation, 310/1000 MLE for ability parameter estimation, 311/1000 MLE for ability parameter estimation, 312/1000 MLE for ability parameter estimation, 313/1000 MLE for ability parameter estimation, 314/1000 MLE for ability parameter estimation, 315/1000 MLE for ability parameter estimation, 316/1000 MLE for ability parameter estimation, 317/1000 MLE for ability parameter estimation, 318/1000 MLE for ability parameter estimation, 319/1000 MLE for ability parameter estimation, 320/1000 MLE for ability parameter estimation, 321/1000 MLE for ability parameter estimation, 322/1000 MLE for ability parameter estimation, 323/1000 MLE for ability parameter estimation, 324/1000 MLE for ability parameter estimation, 325/1000 MLE for ability parameter estimation, 326/1000 MLE for ability parameter estimation, 327/1000 MLE for ability parameter estimation, 328/1000 MLE for ability parameter estimation, 329/1000 MLE for ability parameter estimation, 330/1000 MLE for ability parameter estimation, 331/1000 MLE for ability parameter estimation, 332/1000 MLE for ability parameter estimation, 333/1000 MLE for ability parameter estimation, 334/1000 MLE for ability parameter estimation, 335/1000 MLE for ability parameter estimation, 336/1000 MLE for ability parameter estimation, 337/1000 MLE for ability parameter estimation, 338/1000 MLE for ability parameter estimation, 339/1000 MLE for ability parameter estimation, 340/1000 MLE for ability parameter estimation, 341/1000 MLE for ability parameter estimation, 342/1000 MLE for ability parameter estimation, 343/1000 MLE for ability parameter estimation, 344/1000 MLE for ability parameter estimation, 345/1000 MLE for ability parameter estimation, 346/1000 MLE for ability parameter estimation, 347/1000 MLE for ability parameter estimation, 348/1000 MLE for ability parameter estimation, 349/1000 MLE for ability parameter estimation, 350/1000 MLE for ability parameter estimation, 351/1000 MLE for ability parameter estimation, 352/1000 MLE for ability parameter estimation, 353/1000 MLE for ability parameter estimation, 354/1000 MLE for ability parameter estimation, 355/1000 MLE for ability parameter estimation, 356/1000 MLE for ability parameter estimation, 357/1000 MLE for ability parameter estimation, 358/1000 MLE for ability parameter estimation, 359/1000 MLE for ability parameter estimation, 360/1000 MLE for ability parameter estimation, 361/1000 MLE for ability parameter estimation, 362/1000 MLE for ability parameter estimation, 363/1000 MLE for ability parameter estimation, 364/1000 MLE for ability parameter estimation, 365/1000 MLE for ability parameter estimation, 366/1000 MLE for ability parameter estimation, 367/1000 MLE for ability parameter estimation, 368/1000 MLE for ability parameter estimation, 369/1000 MLE for ability parameter estimation, 370/1000 MLE for ability parameter estimation, 371/1000 MLE for ability parameter estimation, 372/1000 MLE for ability parameter estimation, 373/1000 MLE for ability parameter estimation, 374/1000 MLE for ability parameter estimation, 375/1000 MLE for ability parameter estimation, 376/1000 MLE for ability parameter estimation, 377/1000 MLE for ability parameter estimation, 378/1000 MLE for ability parameter estimation, 379/1000 MLE for ability parameter estimation, 380/1000 MLE for ability parameter estimation, 381/1000 MLE for ability parameter estimation, 382/1000 MLE for ability parameter estimation, 383/1000 MLE for ability parameter estimation, 384/1000 MLE for ability parameter estimation, 385/1000 MLE for ability parameter estimation, 386/1000 MLE for ability parameter estimation, 387/1000 MLE for ability parameter estimation, 388/1000 MLE for ability parameter estimation, 389/1000 MLE for ability parameter estimation, 390/1000 MLE for ability parameter estimation, 391/1000 MLE for ability parameter estimation, 392/1000 MLE for ability parameter estimation, 393/1000 MLE for ability parameter estimation, 394/1000 MLE for ability parameter estimation, 395/1000 MLE for ability parameter estimation, 396/1000 MLE for ability parameter estimation, 397/1000 MLE for ability parameter estimation, 398/1000 MLE for ability parameter estimation, 399/1000 MLE for ability parameter estimation, 400/1000 MLE for ability parameter estimation, 401/1000 MLE for ability parameter estimation, 402/1000 MLE for ability parameter estimation, 403/1000 MLE for ability parameter estimation, 404/1000 MLE for ability parameter estimation, 405/1000 MLE for ability parameter estimation, 406/1000 MLE for ability parameter estimation, 407/1000 MLE for ability parameter estimation, 408/1000 MLE for ability parameter estimation, 409/1000 MLE for ability parameter estimation, 410/1000 MLE for ability parameter estimation, 411/1000 MLE for ability parameter estimation, 412/1000 MLE for ability parameter estimation, 413/1000 MLE for ability parameter estimation, 414/1000 MLE for ability parameter estimation, 415/1000 MLE for ability parameter estimation, 416/1000 MLE for ability parameter estimation, 417/1000 MLE for ability parameter estimation, 418/1000 MLE for ability parameter estimation, 419/1000 MLE for ability parameter estimation, 420/1000 MLE for ability parameter estimation, 421/1000 MLE for ability parameter estimation, 422/1000 MLE for ability parameter estimation, 423/1000 MLE for ability parameter estimation, 424/1000 MLE for ability parameter estimation, 425/1000 MLE for ability parameter estimation, 426/1000 MLE for ability parameter estimation, 427/1000 MLE for ability parameter estimation, 428/1000 MLE for ability parameter estimation, 429/1000 MLE for ability parameter estimation, 430/1000 MLE for ability parameter estimation, 431/1000 MLE for ability parameter estimation, 432/1000 MLE for ability parameter estimation, 433/1000 MLE for ability parameter estimation, 434/1000 MLE for ability parameter estimation, 435/1000 MLE for ability parameter estimation, 436/1000 MLE for ability parameter estimation, 437/1000 MLE for ability parameter estimation, 438/1000 MLE for ability parameter estimation, 439/1000 MLE for ability parameter estimation, 440/1000 MLE for ability parameter estimation, 441/1000 MLE for ability parameter estimation, 442/1000 MLE for ability parameter estimation, 443/1000 MLE for ability parameter estimation, 444/1000 MLE for ability parameter estimation, 445/1000 MLE for ability parameter estimation, 446/1000 MLE for ability parameter estimation, 447/1000 MLE for ability parameter estimation, 448/1000 MLE for ability parameter estimation, 449/1000 MLE for ability parameter estimation, 450/1000 MLE for ability parameter estimation, 451/1000 MLE for ability parameter estimation, 452/1000 MLE for ability parameter estimation, 453/1000 MLE for ability parameter estimation, 454/1000 MLE for ability parameter estimation, 455/1000 MLE for ability parameter estimation, 456/1000 MLE for ability parameter estimation, 457/1000 MLE for ability parameter estimation, 458/1000 MLE for ability parameter estimation, 459/1000 MLE for ability parameter estimation, 460/1000 MLE for ability parameter estimation, 461/1000 MLE for ability parameter estimation, 462/1000 MLE for ability parameter estimation, 463/1000 MLE for ability parameter estimation, 464/1000 MLE for ability parameter estimation, 465/1000 MLE for ability parameter estimation, 466/1000 MLE for ability parameter estimation, 467/1000 MLE for ability parameter estimation, 468/1000 MLE for ability parameter estimation, 469/1000 MLE for ability parameter estimation, 470/1000 MLE for ability parameter estimation, 471/1000 MLE for ability parameter estimation, 472/1000 MLE for ability parameter estimation, 473/1000 MLE for ability parameter estimation, 474/1000 MLE for ability parameter estimation, 475/1000 MLE for ability parameter estimation, 476/1000 MLE for ability parameter estimation, 477/1000 MLE for ability parameter estimation, 478/1000 MLE for ability parameter estimation, 479/1000 MLE for ability parameter estimation, 480/1000 MLE for ability parameter estimation, 481/1000 MLE for ability parameter estimation, 482/1000 MLE for ability parameter estimation, 483/1000 MLE for ability parameter estimation, 484/1000 MLE for ability parameter estimation, 485/1000 MLE for ability parameter estimation, 486/1000 MLE for ability parameter estimation, 487/1000 MLE for ability parameter estimation, 488/1000 MLE for ability parameter estimation, 489/1000 MLE for ability parameter estimation, 490/1000 MLE for ability parameter estimation, 491/1000 MLE for ability parameter estimation, 492/1000 MLE for ability parameter estimation, 493/1000 MLE for ability parameter estimation, 494/1000 MLE for ability parameter estimation, 495/1000 MLE for ability parameter estimation, 496/1000 MLE for ability parameter estimation, 497/1000 MLE for ability parameter estimation, 498/1000 MLE for ability parameter estimation, 499/1000 MLE for ability parameter estimation, 500/1000 MLE for ability parameter estimation, 501/1000 MLE for ability parameter estimation, 502/1000 MLE for ability parameter estimation, 503/1000 MLE for ability parameter estimation, 504/1000 MLE for ability parameter estimation, 505/1000 MLE for ability parameter estimation, 506/1000 MLE for ability parameter estimation, 507/1000 MLE for ability parameter estimation, 508/1000 MLE for ability parameter estimation, 509/1000 MLE for ability parameter estimation, 510/1000 MLE for ability parameter estimation, 511/1000 MLE for ability parameter estimation, 512/1000 MLE for ability parameter estimation, 513/1000 MLE for ability parameter estimation, 514/1000 MLE for ability parameter estimation, 515/1000 MLE for ability parameter estimation, 516/1000 MLE for ability parameter estimation, 517/1000 MLE for ability parameter estimation, 518/1000 MLE for ability parameter estimation, 519/1000 MLE for ability parameter estimation, 520/1000 MLE for ability parameter estimation, 521/1000 MLE for ability parameter estimation, 522/1000 MLE for ability parameter estimation, 523/1000 MLE for ability parameter estimation, 524/1000 MLE for ability parameter estimation, 525/1000 MLE for ability parameter estimation, 526/1000 MLE for ability parameter estimation, 527/1000 MLE for ability parameter estimation, 528/1000 MLE for ability parameter estimation, 529/1000 MLE for ability parameter estimation, 530/1000 MLE for ability parameter estimation, 531/1000 MLE for ability parameter estimation, 532/1000 MLE for ability parameter estimation, 533/1000 MLE for ability parameter estimation, 534/1000 MLE for ability parameter estimation, 535/1000 MLE for ability parameter estimation, 536/1000 MLE for ability parameter estimation, 537/1000 MLE for ability parameter estimation, 538/1000 MLE for ability parameter estimation, 539/1000 MLE for ability parameter estimation, 540/1000 MLE for ability parameter estimation, 541/1000 MLE for ability parameter estimation, 542/1000 MLE for ability parameter estimation, 543/1000 MLE for ability parameter estimation, 544/1000 MLE for ability parameter estimation, 545/1000 MLE for ability parameter estimation, 546/1000 MLE for ability parameter estimation, 547/1000 MLE for ability parameter estimation, 548/1000 MLE for ability parameter estimation, 549/1000 MLE for ability parameter estimation, 550/1000 MLE for ability parameter estimation, 551/1000 MLE for ability parameter estimation, 552/1000 MLE for ability parameter estimation, 553/1000 MLE for ability parameter estimation, 554/1000 MLE for ability parameter estimation, 555/1000 MLE for ability parameter estimation, 556/1000 MLE for ability parameter estimation, 557/1000 MLE for ability parameter estimation, 558/1000 MLE for ability parameter estimation, 559/1000 MLE for ability parameter estimation, 560/1000 MLE for ability parameter estimation, 561/1000 MLE for ability parameter estimation, 562/1000 MLE for ability parameter estimation, 563/1000 MLE for ability parameter estimation, 564/1000 MLE for ability parameter estimation, 565/1000 MLE for ability parameter estimation, 566/1000 MLE for ability parameter estimation, 567/1000 MLE for ability parameter estimation, 568/1000 MLE for ability parameter estimation, 569/1000 MLE for ability parameter estimation, 570/1000 MLE for ability parameter estimation, 571/1000 MLE for ability parameter estimation, 572/1000 MLE for ability parameter estimation, 573/1000 MLE for ability parameter estimation, 574/1000 MLE for ability parameter estimation, 575/1000 MLE for ability parameter estimation, 576/1000 MLE for ability parameter estimation, 577/1000 MLE for ability parameter estimation, 578/1000 MLE for ability parameter estimation, 579/1000 MLE for ability parameter estimation, 580/1000 MLE for ability parameter estimation, 581/1000 MLE for ability parameter estimation, 582/1000 MLE for ability parameter estimation, 583/1000 MLE for ability parameter estimation, 584/1000 MLE for ability parameter estimation, 585/1000 MLE for ability parameter estimation, 586/1000 MLE for ability parameter estimation, 587/1000 MLE for ability parameter estimation, 588/1000 MLE for ability parameter estimation, 589/1000 MLE for ability parameter estimation, 590/1000 MLE for ability parameter estimation, 591/1000 MLE for ability parameter estimation, 592/1000 MLE for ability parameter estimation, 593/1000 MLE for ability parameter estimation, 594/1000 MLE for ability parameter estimation, 595/1000 MLE for ability parameter estimation, 596/1000 MLE for ability parameter estimation, 597/1000 MLE for ability parameter estimation, 598/1000 MLE for ability parameter estimation, 599/1000 MLE for ability parameter estimation, 600/1000 MLE for ability parameter estimation, 601/1000 MLE for ability parameter estimation, 602/1000 MLE for ability parameter estimation, 603/1000 MLE for ability parameter estimation, 604/1000 MLE for ability parameter estimation, 605/1000 MLE for ability parameter estimation, 606/1000 MLE for ability parameter estimation, 607/1000 MLE for ability parameter estimation, 608/1000 MLE for ability parameter estimation, 609/1000 MLE for ability parameter estimation, 610/1000 MLE for ability parameter estimation, 611/1000 MLE for ability parameter estimation, 612/1000 MLE for ability parameter estimation, 613/1000 MLE for ability parameter estimation, 614/1000 MLE for ability parameter estimation, 615/1000 MLE for ability parameter estimation, 616/1000 MLE for ability parameter estimation, 617/1000 MLE for ability parameter estimation, 618/1000 MLE for ability parameter estimation, 619/1000 MLE for ability parameter estimation, 620/1000 MLE for ability parameter estimation, 621/1000 MLE for ability parameter estimation, 622/1000 MLE for ability parameter estimation, 623/1000 MLE for ability parameter estimation, 624/1000 MLE for ability parameter estimation, 625/1000 MLE for ability parameter estimation, 626/1000 MLE for ability parameter estimation, 627/1000 MLE for ability parameter estimation, 628/1000 MLE for ability parameter estimation, 629/1000 MLE for ability parameter estimation, 630/1000 MLE for ability parameter estimation, 631/1000 MLE for ability parameter estimation, 632/1000 MLE for ability parameter estimation, 633/1000 MLE for ability parameter estimation, 634/1000 MLE for ability parameter estimation, 635/1000 MLE for ability parameter estimation, 636/1000 MLE for ability parameter estimation, 637/1000 MLE for ability parameter estimation, 638/1000 MLE for ability parameter estimation, 639/1000 MLE for ability parameter estimation, 640/1000 MLE for ability parameter estimation, 641/1000 MLE for ability parameter estimation, 642/1000 MLE for ability parameter estimation, 643/1000 MLE for ability parameter estimation, 644/1000 MLE for ability parameter estimation, 645/1000 MLE for ability parameter estimation, 646/1000 MLE for ability parameter estimation, 647/1000 MLE for ability parameter estimation, 648/1000 MLE for ability parameter estimation, 649/1000 MLE for ability parameter estimation, 650/1000 MLE for ability parameter estimation, 651/1000 MLE for ability parameter estimation, 652/1000 MLE for ability parameter estimation, 653/1000 MLE for ability parameter estimation, 654/1000 MLE for ability parameter estimation, 655/1000 MLE for ability parameter estimation, 656/1000 MLE for ability parameter estimation, 657/1000 MLE for ability parameter estimation, 658/1000 MLE for ability parameter estimation, 659/1000 MLE for ability parameter estimation, 660/1000 MLE for ability parameter estimation, 661/1000 MLE for ability parameter estimation, 662/1000 MLE for ability parameter estimation, 663/1000 MLE for ability parameter estimation, 664/1000 MLE for ability parameter estimation, 665/1000 MLE for ability parameter estimation, 666/1000 MLE for ability parameter estimation, 667/1000 MLE for ability parameter estimation, 668/1000 MLE for ability parameter estimation, 669/1000 MLE for ability parameter estimation, 670/1000 MLE for ability parameter estimation, 671/1000 MLE for ability parameter estimation, 672/1000 MLE for ability parameter estimation, 673/1000 MLE for ability parameter estimation, 674/1000 MLE for ability parameter estimation, 675/1000 MLE for ability parameter estimation, 676/1000 MLE for ability parameter estimation, 677/1000 MLE for ability parameter estimation, 678/1000 MLE for ability parameter estimation, 679/1000 MLE for ability parameter estimation, 680/1000 MLE for ability parameter estimation, 681/1000 MLE for ability parameter estimation, 682/1000 MLE for ability parameter estimation, 683/1000 MLE for ability parameter estimation, 684/1000 MLE for ability parameter estimation, 685/1000 MLE for ability parameter estimation, 686/1000 MLE for ability parameter estimation, 687/1000 MLE for ability parameter estimation, 688/1000 MLE for ability parameter estimation, 689/1000 MLE for ability parameter estimation, 690/1000 MLE for ability parameter estimation, 691/1000 MLE for ability parameter estimation, 692/1000 MLE for ability parameter estimation, 693/1000 MLE for ability parameter estimation, 694/1000 MLE for ability parameter estimation, 695/1000 MLE for ability parameter estimation, 696/1000 MLE for ability parameter estimation, 697/1000 MLE for ability parameter estimation, 698/1000 MLE for ability parameter estimation, 699/1000 MLE for ability parameter estimation, 700/1000 MLE for ability parameter estimation, 701/1000 MLE for ability parameter estimation, 702/1000 MLE for ability parameter estimation, 703/1000 MLE for ability parameter estimation, 704/1000 MLE for ability parameter estimation, 705/1000 MLE for ability parameter estimation, 706/1000 MLE for ability parameter estimation, 707/1000 MLE for ability parameter estimation, 708/1000 MLE for ability parameter estimation, 709/1000 MLE for ability parameter estimation, 710/1000 MLE for ability parameter estimation, 711/1000 MLE for ability parameter estimation, 712/1000 MLE for ability parameter estimation, 713/1000 MLE for ability parameter estimation, 714/1000 MLE for ability parameter estimation, 715/1000 MLE for ability parameter estimation, 716/1000 MLE for ability parameter estimation, 717/1000 MLE for ability parameter estimation, 718/1000 MLE for ability parameter estimation, 719/1000 MLE for ability parameter estimation, 720/1000 MLE for ability parameter estimation, 721/1000 MLE for ability parameter estimation, 722/1000 MLE for ability parameter estimation, 723/1000 MLE for ability parameter estimation, 724/1000 MLE for ability parameter estimation, 725/1000 MLE for ability parameter estimation, 726/1000 MLE for ability parameter estimation, 727/1000 MLE for ability parameter estimation, 728/1000 MLE for ability parameter estimation, 729/1000 MLE for ability parameter estimation, 730/1000 MLE for ability parameter estimation, 731/1000 MLE for ability parameter estimation, 732/1000 MLE for ability parameter estimation, 733/1000 MLE for ability parameter estimation, 734/1000 MLE for ability parameter estimation, 735/1000 MLE for ability parameter estimation, 736/1000 MLE for ability parameter estimation, 737/1000 MLE for ability parameter estimation, 738/1000 MLE for ability parameter estimation, 739/1000 MLE for ability parameter estimation, 740/1000 MLE for ability parameter estimation, 741/1000 MLE for ability parameter estimation, 742/1000 MLE for ability parameter estimation, 743/1000 MLE for ability parameter estimation, 744/1000 MLE for ability parameter estimation, 745/1000 MLE for ability parameter estimation, 746/1000 MLE for ability parameter estimation, 747/1000 MLE for ability parameter estimation, 748/1000 MLE for ability parameter estimation, 749/1000 MLE for ability parameter estimation, 750/1000 MLE for ability parameter estimation, 751/1000 MLE for ability parameter estimation, 752/1000 MLE for ability parameter estimation, 753/1000 MLE for ability parameter estimation, 754/1000 MLE for ability parameter estimation, 755/1000 MLE for ability parameter estimation, 756/1000 MLE for ability parameter estimation, 757/1000 MLE for ability parameter estimation, 758/1000 MLE for ability parameter estimation, 759/1000 MLE for ability parameter estimation, 760/1000 MLE for ability parameter estimation, 761/1000 MLE for ability parameter estimation, 762/1000 MLE for ability parameter estimation, 763/1000 MLE for ability parameter estimation, 764/1000 MLE for ability parameter estimation, 765/1000 MLE for ability parameter estimation, 766/1000 MLE for ability parameter estimation, 767/1000 MLE for ability parameter estimation, 768/1000 MLE for ability parameter estimation, 769/1000 MLE for ability parameter estimation, 770/1000 MLE for ability parameter estimation, 771/1000 MLE for ability parameter estimation, 772/1000 MLE for ability parameter estimation, 773/1000 MLE for ability parameter estimation, 774/1000 MLE for ability parameter estimation, 775/1000 MLE for ability parameter estimation, 776/1000 MLE for ability parameter estimation, 777/1000 MLE for ability parameter estimation, 778/1000 MLE for ability parameter estimation, 779/1000 MLE for ability parameter estimation, 780/1000 MLE for ability parameter estimation, 781/1000 MLE for ability parameter estimation, 782/1000 MLE for ability parameter estimation, 783/1000 MLE for ability parameter estimation, 784/1000 MLE for ability parameter estimation, 785/1000 MLE for ability parameter estimation, 786/1000 MLE for ability parameter estimation, 787/1000 MLE for ability parameter estimation, 788/1000 MLE for ability parameter estimation, 789/1000 MLE for ability parameter estimation, 790/1000 MLE for ability parameter estimation, 791/1000 MLE for ability parameter estimation, 792/1000 MLE for ability parameter estimation, 793/1000 MLE for ability parameter estimation, 794/1000 MLE for ability parameter estimation, 795/1000 MLE for ability parameter estimation, 796/1000 MLE for ability parameter estimation, 797/1000 MLE for ability parameter estimation, 798/1000 MLE for ability parameter estimation, 799/1000 MLE for ability parameter estimation, 800/1000 MLE for ability parameter estimation, 801/1000 MLE for ability parameter estimation, 802/1000 MLE for ability parameter estimation, 803/1000 MLE for ability parameter estimation, 804/1000 MLE for ability parameter estimation, 805/1000 MLE for ability parameter estimation, 806/1000 MLE for ability parameter estimation, 807/1000 MLE for ability parameter estimation, 808/1000 MLE for ability parameter estimation, 809/1000 MLE for ability parameter estimation, 810/1000 MLE for ability parameter estimation, 811/1000 MLE for ability parameter estimation, 812/1000 MLE for ability parameter estimation, 813/1000 MLE for ability parameter estimation, 814/1000 MLE for ability parameter estimation, 815/1000 MLE for ability parameter estimation, 816/1000 MLE for ability parameter estimation, 817/1000 MLE for ability parameter estimation, 818/1000 MLE for ability parameter estimation, 819/1000 MLE for ability parameter estimation, 820/1000 MLE for ability parameter estimation, 821/1000 MLE for ability parameter estimation, 822/1000 MLE for ability parameter estimation, 823/1000 MLE for ability parameter estimation, 824/1000 MLE for ability parameter estimation, 825/1000 MLE for ability parameter estimation, 826/1000 MLE for ability parameter estimation, 827/1000 MLE for ability parameter estimation, 828/1000 MLE for ability parameter estimation, 829/1000 MLE for ability parameter estimation, 830/1000 MLE for ability parameter estimation, 831/1000 MLE for ability parameter estimation, 832/1000 MLE for ability parameter estimation, 833/1000 MLE for ability parameter estimation, 834/1000 MLE for ability parameter estimation, 835/1000 MLE for ability parameter estimation, 836/1000 MLE for ability parameter estimation, 837/1000 MLE for ability parameter estimation, 838/1000 MLE for ability parameter estimation, 839/1000 MLE for ability parameter estimation, 840/1000 MLE for ability parameter estimation, 841/1000 MLE for ability parameter estimation, 842/1000 MLE for ability parameter estimation, 843/1000 MLE for ability parameter estimation, 844/1000 MLE for ability parameter estimation, 845/1000 MLE for ability parameter estimation, 846/1000 MLE for ability parameter estimation, 847/1000 MLE for ability parameter estimation, 848/1000 MLE for ability parameter estimation, 849/1000 MLE for ability parameter estimation, 850/1000 MLE for ability parameter estimation, 851/1000 MLE for ability parameter estimation, 852/1000 MLE for ability parameter estimation, 853/1000 MLE for ability parameter estimation, 854/1000 MLE for ability parameter estimation, 855/1000 MLE for ability parameter estimation, 856/1000 MLE for ability parameter estimation, 857/1000 MLE for ability parameter estimation, 858/1000 MLE for ability parameter estimation, 859/1000 MLE for ability parameter estimation, 860/1000 MLE for ability parameter estimation, 861/1000 MLE for ability parameter estimation, 862/1000 MLE for ability parameter estimation, 863/1000 MLE for ability parameter estimation, 864/1000 MLE for ability parameter estimation, 865/1000 MLE for ability parameter estimation, 866/1000 MLE for ability parameter estimation, 867/1000 MLE for ability parameter estimation, 868/1000 MLE for ability parameter estimation, 869/1000 MLE for ability parameter estimation, 870/1000 MLE for ability parameter estimation, 871/1000 MLE for ability parameter estimation, 872/1000 MLE for ability parameter estimation, 873/1000 MLE for ability parameter estimation, 874/1000 MLE for ability parameter estimation, 875/1000 MLE for ability parameter estimation, 876/1000 MLE for ability parameter estimation, 877/1000 MLE for ability parameter estimation, 878/1000 MLE for ability parameter estimation, 879/1000 MLE for ability parameter estimation, 880/1000 MLE for ability parameter estimation, 881/1000 MLE for ability parameter estimation, 882/1000 MLE for ability parameter estimation, 883/1000 MLE for ability parameter estimation, 884/1000 MLE for ability parameter estimation, 885/1000 MLE for ability parameter estimation, 886/1000 MLE for ability parameter estimation, 887/1000 MLE for ability parameter estimation, 888/1000 MLE for ability parameter estimation, 889/1000 MLE for ability parameter estimation, 890/1000 MLE for ability parameter estimation, 891/1000 MLE for ability parameter estimation, 892/1000 MLE for ability parameter estimation, 893/1000 MLE for ability parameter estimation, 894/1000 MLE for ability parameter estimation, 895/1000 MLE for ability parameter estimation, 896/1000 MLE for ability parameter estimation, 897/1000 MLE for ability parameter estimation, 898/1000 MLE for ability parameter estimation, 899/1000 MLE for ability parameter estimation, 900/1000 MLE for ability parameter estimation, 901/1000 MLE for ability parameter estimation, 902/1000 MLE for ability parameter estimation, 903/1000 MLE for ability parameter estimation, 904/1000 MLE for ability parameter estimation, 905/1000 MLE for ability parameter estimation, 906/1000 MLE for ability parameter estimation, 907/1000 MLE for ability parameter estimation, 908/1000 MLE for ability parameter estimation, 909/1000 MLE for ability parameter estimation, 910/1000 MLE for ability parameter estimation, 911/1000 MLE for ability parameter estimation, 912/1000 MLE for ability parameter estimation, 913/1000 MLE for ability parameter estimation, 914/1000 MLE for ability parameter estimation, 915/1000 MLE for ability parameter estimation, 916/1000 MLE for ability parameter estimation, 917/1000 MLE for ability parameter estimation, 918/1000 MLE for ability parameter estimation, 919/1000 MLE for ability parameter estimation, 920/1000 MLE for ability parameter estimation, 921/1000 MLE for ability parameter estimation, 922/1000 MLE for ability parameter estimation, 923/1000 MLE for ability parameter estimation, 924/1000 MLE for ability parameter estimation, 925/1000 MLE for ability parameter estimation, 926/1000 MLE for ability parameter estimation, 927/1000 MLE for ability parameter estimation, 928/1000 MLE for ability parameter estimation, 929/1000 MLE for ability parameter estimation, 930/1000 MLE for ability parameter estimation, 931/1000 MLE for ability parameter estimation, 932/1000 MLE for ability parameter estimation, 933/1000 MLE for ability parameter estimation, 934/1000 MLE for ability parameter estimation, 935/1000 MLE for ability parameter estimation, 936/1000 MLE for ability parameter estimation, 937/1000 MLE for ability parameter estimation, 938/1000 MLE for ability parameter estimation, 939/1000 MLE for ability parameter estimation, 940/1000 MLE for ability parameter estimation, 941/1000 MLE for ability parameter estimation, 942/1000 MLE for ability parameter estimation, 943/1000 MLE for ability parameter estimation, 944/1000 MLE for ability parameter estimation, 945/1000 MLE for ability parameter estimation, 946/1000 MLE for ability parameter estimation, 947/1000 MLE for ability parameter estimation, 948/1000 MLE for ability parameter estimation, 949/1000 MLE for ability parameter estimation, 950/1000 MLE for ability parameter estimation, 951/1000 MLE for ability parameter estimation, 952/1000 MLE for ability parameter estimation, 953/1000 MLE for ability parameter estimation, 954/1000 MLE for ability parameter estimation, 955/1000 MLE for ability parameter estimation, 956/1000 MLE for ability parameter estimation, 957/1000 MLE for ability parameter estimation, 958/1000 MLE for ability parameter estimation, 959/1000 MLE for ability parameter estimation, 960/1000 MLE for ability parameter estimation, 961/1000 MLE for ability parameter estimation, 962/1000 MLE for ability parameter estimation, 963/1000 MLE for ability parameter estimation, 964/1000 MLE for ability parameter estimation, 965/1000 MLE for ability parameter estimation, 966/1000 MLE for ability parameter estimation, 967/1000 MLE for ability parameter estimation, 968/1000 MLE for ability parameter estimation, 969/1000 MLE for ability parameter estimation, 970/1000 MLE for ability parameter estimation, 971/1000 MLE for ability parameter estimation, 972/1000 MLE for ability parameter estimation, 973/1000 MLE for ability parameter estimation, 974/1000 MLE for ability parameter estimation, 975/1000 MLE for ability parameter estimation, 976/1000 MLE for ability parameter estimation, 977/1000 MLE for ability parameter estimation, 978/1000 MLE for ability parameter estimation, 979/1000 MLE for ability parameter estimation, 980/1000 MLE for ability parameter estimation, 981/1000 MLE for ability parameter estimation, 982/1000 MLE for ability parameter estimation, 983/1000 MLE for ability parameter estimation, 984/1000 MLE for ability parameter estimation, 985/1000 MLE for ability parameter estimation, 986/1000 MLE for ability parameter estimation, 987/1000 MLE for ability parameter estimation, 988/1000 MLE for ability parameter estimation, 989/1000 MLE for ability parameter estimation, 990/1000 MLE for ability parameter estimation, 991/1000 MLE for ability parameter estimation, 992/1000 MLE for ability parameter estimation, 993/1000 MLE for ability parameter estimation, 994/1000 MLE for ability parameter estimation, 995/1000 MLE for ability parameter estimation, 996/1000 MLE for ability parameter estimation, 997/1000 MLE for ability parameter estimation, 998/1000 MLE for ability parameter estimation, 999/1000 MLE for ability parameter estimation, 1000/1000 Method = N, EM cycle = 1, Max-Change = 4.07037547789994 Method = N, EM cycle = 2, Max-Change = 1.95229413360989 Method = EHM, EM cycle = 1, Max-Change = 4.07037547789994 Method = EHM, EM cycle = 2, Max-Change = 2.12468558113629 Method = 2NM, EM cycle = 1, Max-Change = 4.07617982077507 Method = 2NM, EM cycle = 2, Max-Change = 2.08091206396137 Method = KDE, EM cycle = 1, Max-Change = 4.07037547789994 Method = KDE, EM cycle = 2, Max-Change = 2.00888081718515 Method = DC, EM cycle = 1, Max-Change = 4.07037547789994 Method = DC, EM cycle = 2, Max-Change = 2.12052682604437 Method = LLS, EM cycle = 1, Max-Change = 4.07037547789994 Method = LLS, EM cycle = 2, Max-Change = 2.12366919441779 Method = N, EM cycle = 1, Max-Change = 3.3318732148222 Method = N, EM cycle = 2, Max-Change = 1.14500336281889 Method = N, EM cycle = 1, Max-Change = 3.3318732148222 Method = N, EM cycle = 2, Max-Change = 1.14500336281889 MLE for ability parameter estimation, 1/500 MLE for ability parameter estimation, 2/500 MLE for ability parameter estimation, 3/500 MLE for ability parameter estimation, 4/500 MLE for ability parameter estimation, 5/500 MLE for ability parameter estimation, 6/500 MLE for ability parameter estimation, 7/500 MLE for ability parameter estimation, 8/500 MLE for ability parameter estimation, 9/500 MLE for ability parameter estimation, 10/500 MLE for ability parameter estimation, 11/500 MLE for ability parameter estimation, 12/500 MLE for ability parameter estimation, 13/500 MLE for ability parameter estimation, 14/500 MLE for ability parameter estimation, 15/500 MLE for ability parameter estimation, 16/500 MLE for ability parameter estimation, 17/500 MLE for ability parameter estimation, 18/500 MLE for ability parameter estimation, 19/500 MLE for ability parameter estimation, 20/500 MLE for ability parameter estimation, 21/500 MLE for ability parameter estimation, 22/500 MLE for ability parameter estimation, 23/500 MLE for ability parameter estimation, 24/500 MLE for ability parameter estimation, 25/500 MLE for ability parameter estimation, 26/500 MLE for ability parameter estimation, 27/500 MLE for ability parameter estimation, 28/500 MLE for ability parameter estimation, 29/500 MLE for ability parameter estimation, 30/500 MLE for ability parameter estimation, 31/500 MLE for ability parameter estimation, 32/500 MLE for ability parameter estimation, 33/500 MLE for ability parameter estimation, 34/500 MLE for ability parameter estimation, 35/500 MLE for ability parameter estimation, 36/500 MLE for ability parameter estimation, 37/500 MLE for ability parameter estimation, 38/500 MLE for ability parameter estimation, 39/500 MLE for ability parameter estimation, 40/500 MLE for ability parameter estimation, 41/500 MLE for ability parameter estimation, 42/500 MLE for ability parameter estimation, 43/500 MLE for ability parameter estimation, 44/500 MLE for ability parameter estimation, 45/500 MLE for ability parameter estimation, 46/500 MLE for ability parameter estimation, 47/500 MLE for ability parameter estimation, 48/500 MLE for ability parameter estimation, 49/500 MLE for ability parameter estimation, 50/500 MLE for ability parameter estimation, 51/500 MLE for ability parameter estimation, 52/500 MLE for ability parameter estimation, 53/500 MLE for ability parameter estimation, 54/500 MLE for ability parameter estimation, 55/500 MLE for ability parameter estimation, 56/500 MLE for ability parameter estimation, 57/500 MLE for ability parameter estimation, 58/500 MLE for ability parameter estimation, 59/500 MLE for ability parameter estimation, 60/500 MLE for ability parameter estimation, 61/500 MLE for ability parameter estimation, 62/500 MLE for ability parameter estimation, 63/500 MLE for ability parameter estimation, 64/500 MLE for ability parameter estimation, 65/500 MLE for ability parameter estimation, 66/500 MLE for ability parameter estimation, 67/500 MLE for ability parameter estimation, 68/500 MLE for ability parameter estimation, 69/500 MLE for ability parameter estimation, 70/500 MLE for ability parameter estimation, 71/500 MLE for ability parameter estimation, 72/500 MLE for ability parameter estimation, 73/500 MLE for ability parameter estimation, 74/500 MLE for ability parameter estimation, 75/500 MLE for ability parameter estimation, 76/500 MLE for ability parameter estimation, 77/500 MLE for ability parameter estimation, 78/500 MLE for ability parameter estimation, 79/500 MLE for ability parameter estimation, 80/500 MLE for ability parameter estimation, 81/500 MLE for ability parameter estimation, 82/500 MLE for ability parameter estimation, 83/500 MLE for ability parameter estimation, 84/500 MLE for ability parameter estimation, 85/500 MLE for ability parameter estimation, 86/500 MLE for ability parameter estimation, 87/500 MLE for ability parameter estimation, 88/500 MLE for ability parameter estimation, 89/500 MLE for ability parameter estimation, 90/500 MLE for ability parameter estimation, 91/500 MLE for ability parameter estimation, 92/500 MLE for ability parameter estimation, 93/500 MLE for ability parameter estimation, 94/500 MLE for ability parameter estimation, 95/500 MLE for ability parameter estimation, 96/500 MLE for ability parameter estimation, 97/500 MLE for ability parameter estimation, 98/500 MLE for ability parameter estimation, 99/500 MLE for ability parameter estimation, 100/500 MLE for ability parameter estimation, 101/500 MLE for ability parameter estimation, 102/500 MLE for ability parameter estimation, 103/500 MLE for ability parameter estimation, 104/500 MLE for ability parameter estimation, 105/500 MLE for ability parameter estimation, 106/500 MLE for ability parameter estimation, 107/500 MLE for ability parameter estimation, 108/500 MLE for ability parameter estimation, 109/500 MLE for ability parameter estimation, 110/500 MLE for ability parameter estimation, 111/500 MLE for ability parameter estimation, 112/500 MLE for ability parameter estimation, 113/500 MLE for ability parameter estimation, 114/500 MLE for ability parameter estimation, 115/500 MLE for ability parameter estimation, 116/500 MLE for ability parameter estimation, 117/500 MLE for ability parameter estimation, 118/500 MLE for ability parameter estimation, 119/500 MLE for ability parameter estimation, 120/500 MLE for ability parameter estimation, 121/500 MLE for ability parameter estimation, 122/500 MLE for ability parameter estimation, 123/500 MLE for ability parameter estimation, 124/500 MLE for ability parameter estimation, 125/500 MLE for ability parameter estimation, 126/500 MLE for ability parameter estimation, 127/500 MLE for ability parameter estimation, 128/500 MLE for ability parameter estimation, 129/500 MLE for ability parameter estimation, 130/500 MLE for ability parameter estimation, 131/500 MLE for ability parameter estimation, 132/500 MLE for ability parameter estimation, 133/500 MLE for ability parameter estimation, 134/500 MLE for ability parameter estimation, 135/500 MLE for ability parameter estimation, 136/500 MLE for ability parameter estimation, 137/500 MLE for ability parameter estimation, 138/500 MLE for ability parameter estimation, 139/500 MLE for ability parameter estimation, 140/500 MLE for ability parameter estimation, 141/500 MLE for ability parameter estimation, 142/500 MLE for ability parameter estimation, 143/500 MLE for ability parameter estimation, 144/500 MLE for ability parameter estimation, 145/500 MLE for ability parameter estimation, 146/500 MLE for ability parameter estimation, 147/500 MLE for ability parameter estimation, 148/500 MLE for ability parameter estimation, 149/500 MLE for ability parameter estimation, 150/500 MLE for ability parameter estimation, 151/500 MLE for ability parameter estimation, 152/500 MLE for ability parameter estimation, 153/500 MLE for ability parameter estimation, 154/500 MLE for ability parameter estimation, 155/500 MLE for ability parameter estimation, 156/500 MLE for ability parameter estimation, 157/500 MLE for ability parameter estimation, 158/500 MLE for ability parameter estimation, 159/500 MLE for ability parameter estimation, 160/500 MLE for ability parameter estimation, 161/500 MLE for ability parameter estimation, 162/500 MLE for ability parameter estimation, 163/500 MLE for ability parameter estimation, 164/500 MLE for ability parameter estimation, 165/500 MLE for ability parameter estimation, 166/500 MLE for ability parameter estimation, 167/500 MLE for ability parameter estimation, 168/500 MLE for ability parameter estimation, 169/500 MLE for ability parameter estimation, 170/500 MLE for ability parameter estimation, 171/500 MLE for ability parameter estimation, 172/500 MLE for ability parameter estimation, 173/500 MLE for ability parameter estimation, 174/500 MLE for ability parameter estimation, 175/500 MLE for ability parameter estimation, 176/500 MLE for ability parameter estimation, 177/500 MLE for ability parameter estimation, 178/500 MLE for ability parameter estimation, 179/500 MLE for ability parameter estimation, 180/500 MLE for ability parameter estimation, 181/500 MLE for ability parameter estimation, 182/500 MLE for ability parameter estimation, 183/500 MLE for ability parameter estimation, 184/500 MLE for ability parameter estimation, 185/500 MLE for ability parameter estimation, 186/500 MLE for ability parameter estimation, 187/500 MLE for ability parameter estimation, 188/500 MLE for ability parameter estimation, 189/500 MLE for ability parameter estimation, 190/500 MLE for ability parameter estimation, 191/500 MLE for ability parameter estimation, 192/500 MLE for ability parameter estimation, 193/500 MLE for ability parameter estimation, 194/500 MLE for ability parameter estimation, 195/500 MLE for ability parameter estimation, 196/500 MLE for ability parameter estimation, 197/500 MLE for ability parameter estimation, 198/500 MLE for ability parameter estimation, 199/500 MLE for ability parameter estimation, 200/500 MLE for ability parameter estimation, 201/500 MLE for ability parameter estimation, 202/500 MLE for ability parameter estimation, 203/500 MLE for ability parameter estimation, 204/500 MLE for ability parameter estimation, 205/500 MLE for ability parameter estimation, 206/500 MLE for ability parameter estimation, 207/500 MLE for ability parameter estimation, 208/500 MLE for ability parameter estimation, 209/500 MLE for ability parameter estimation, 210/500 MLE for ability parameter estimation, 211/500 MLE for ability parameter estimation, 212/500 MLE for ability parameter estimation, 213/500 MLE for ability parameter estimation, 214/500 MLE for ability parameter estimation, 215/500 MLE for ability parameter estimation, 216/500 MLE for ability parameter estimation, 217/500 MLE for ability parameter estimation, 218/500 MLE for ability parameter estimation, 219/500 MLE for ability parameter estimation, 220/500 MLE for ability parameter estimation, 221/500 MLE for ability parameter estimation, 222/500 MLE for ability parameter estimation, 223/500 MLE for ability parameter estimation, 224/500 MLE for ability parameter estimation, 225/500 MLE for ability parameter estimation, 226/500 MLE for ability parameter estimation, 227/500 MLE for ability parameter estimation, 228/500 MLE for ability parameter estimation, 229/500 MLE for ability parameter estimation, 230/500 MLE for ability parameter estimation, 231/500 MLE for ability parameter estimation, 232/500 MLE for ability parameter estimation, 233/500 MLE for ability parameter estimation, 234/500 MLE for ability parameter estimation, 235/500 MLE for ability parameter estimation, 236/500 MLE for ability parameter estimation, 237/500 MLE for ability parameter estimation, 238/500 MLE for ability parameter estimation, 239/500 MLE for ability parameter estimation, 240/500 MLE for ability parameter estimation, 241/500 MLE for ability parameter estimation, 242/500 MLE for ability parameter estimation, 243/500 MLE for ability parameter estimation, 244/500 MLE for ability parameter estimation, 245/500 MLE for ability parameter estimation, 246/500 MLE for ability parameter estimation, 247/500 MLE for ability parameter estimation, 248/500 MLE for ability parameter estimation, 249/500 MLE for ability parameter estimation, 250/500 MLE for ability parameter estimation, 251/500 MLE for ability parameter estimation, 252/500 MLE for ability parameter estimation, 253/500 MLE for ability parameter estimation, 254/500 MLE for ability parameter estimation, 255/500 MLE for ability parameter estimation, 256/500 MLE for ability parameter estimation, 257/500 MLE for ability parameter estimation, 258/500 MLE for ability parameter estimation, 259/500 MLE for ability parameter estimation, 260/500 MLE for ability parameter estimation, 261/500 MLE for ability parameter estimation, 262/500 MLE for ability parameter estimation, 263/500 MLE for ability parameter estimation, 264/500 MLE for ability parameter estimation, 265/500 MLE for ability parameter estimation, 266/500 MLE for ability parameter estimation, 267/500 MLE for ability parameter estimation, 268/500 MLE for ability parameter estimation, 269/500 MLE for ability parameter estimation, 270/500 MLE for ability parameter estimation, 271/500 MLE for ability parameter estimation, 272/500 MLE for ability parameter estimation, 273/500 MLE for ability parameter estimation, 274/500 MLE for ability parameter estimation, 275/500 MLE for ability parameter estimation, 276/500 MLE for ability parameter estimation, 277/500 MLE for ability parameter estimation, 278/500 MLE for ability parameter estimation, 279/500 MLE for ability parameter estimation, 280/500 MLE for ability parameter estimation, 281/500 MLE for ability parameter estimation, 282/500 MLE for ability parameter estimation, 283/500 MLE for ability parameter estimation, 284/500 MLE for ability parameter estimation, 285/500 MLE for ability parameter estimation, 286/500 MLE for ability parameter estimation, 287/500 MLE for ability parameter estimation, 288/500 MLE for ability parameter estimation, 289/500 MLE for ability parameter estimation, 290/500 MLE for ability parameter estimation, 291/500 MLE for ability parameter estimation, 292/500 MLE for ability parameter estimation, 293/500 MLE for ability parameter estimation, 294/500 MLE for ability parameter estimation, 295/500 MLE for ability parameter estimation, 296/500 MLE for ability parameter estimation, 297/500 MLE for ability parameter estimation, 298/500 MLE for ability parameter estimation, 299/500 MLE for ability parameter estimation, 300/500 MLE for ability parameter estimation, 301/500 MLE for ability parameter estimation, 302/500 MLE for ability parameter estimation, 303/500 MLE for ability parameter estimation, 304/500 MLE for ability parameter estimation, 305/500 MLE for ability parameter estimation, 306/500 MLE for ability parameter estimation, 307/500 MLE for ability parameter estimation, 308/500 MLE for ability parameter estimation, 309/500 MLE for ability parameter estimation, 310/500 MLE for ability parameter estimation, 311/500 MLE for ability parameter estimation, 312/500 MLE for ability parameter estimation, 313/500 MLE for ability parameter estimation, 314/500 MLE for ability parameter estimation, 315/500 MLE for ability parameter estimation, 316/500 MLE for ability parameter estimation, 317/500 MLE for ability parameter estimation, 318/500 MLE for ability parameter estimation, 319/500 MLE for ability parameter estimation, 320/500 MLE for ability parameter estimation, 321/500 MLE for ability parameter estimation, 322/500 MLE for ability parameter estimation, 323/500 MLE for ability parameter estimation, 324/500 MLE for ability parameter estimation, 325/500 MLE for ability parameter estimation, 326/500 MLE for ability parameter estimation, 327/500 MLE for ability parameter estimation, 328/500 MLE for ability parameter estimation, 329/500 MLE for ability parameter estimation, 330/500 MLE for ability parameter estimation, 331/500 MLE for ability parameter estimation, 332/500 MLE for ability parameter estimation, 333/500 MLE for ability parameter estimation, 334/500 MLE for ability parameter estimation, 335/500 MLE for ability parameter estimation, 336/500 MLE for ability parameter estimation, 337/500 MLE for ability parameter estimation, 338/500 MLE for ability parameter estimation, 339/500 MLE for ability parameter estimation, 340/500 MLE for ability parameter estimation, 341/500 MLE for ability parameter estimation, 342/500 MLE for ability parameter estimation, 343/500 MLE for ability parameter estimation, 344/500 MLE for ability parameter estimation, 345/500 MLE for ability parameter estimation, 346/500 MLE for ability parameter estimation, 347/500 MLE for ability parameter estimation, 348/500 MLE for ability parameter estimation, 349/500 MLE for ability parameter estimation, 350/500 MLE for ability parameter estimation, 351/500 MLE for ability parameter estimation, 352/500 MLE for ability parameter estimation, 353/500 MLE for ability parameter estimation, 354/500 MLE for ability parameter estimation, 355/500 MLE for ability parameter estimation, 356/500 MLE for ability parameter estimation, 357/500 MLE for ability parameter estimation, 358/500 MLE for ability parameter estimation, 359/500 MLE for ability parameter estimation, 360/500 MLE for ability parameter estimation, 361/500 MLE for ability parameter estimation, 362/500 MLE for ability parameter estimation, 363/500 MLE for ability parameter estimation, 364/500 MLE for ability parameter estimation, 365/500 MLE for ability parameter estimation, 366/500 MLE for ability parameter estimation, 367/500 MLE for ability parameter estimation, 368/500 MLE for ability parameter estimation, 369/500 MLE for ability parameter estimation, 370/500 MLE for ability parameter estimation, 371/500 MLE for ability parameter estimation, 372/500 MLE for ability parameter estimation, 373/500 MLE for ability parameter estimation, 374/500 MLE for ability parameter estimation, 375/500 MLE for ability parameter estimation, 376/500 MLE for ability parameter estimation, 377/500 MLE for ability parameter estimation, 378/500 MLE for ability parameter estimation, 379/500 MLE for ability parameter estimation, 380/500 MLE for ability parameter estimation, 381/500 MLE for ability parameter estimation, 382/500 MLE for ability parameter estimation, 383/500 MLE for ability parameter estimation, 384/500 MLE for ability parameter estimation, 385/500 MLE for ability parameter estimation, 386/500 MLE for ability parameter estimation, 387/500 MLE for ability parameter estimation, 388/500 MLE for ability parameter estimation, 389/500 MLE for ability parameter estimation, 390/500 MLE for ability parameter estimation, 391/500 MLE for ability parameter estimation, 392/500 MLE for ability parameter estimation, 393/500 MLE for ability parameter estimation, 394/500 MLE for ability parameter estimation, 395/500 MLE for ability parameter estimation, 396/500 MLE for ability parameter estimation, 397/500 MLE for ability parameter estimation, 398/500 MLE for ability parameter estimation, 399/500 MLE for ability parameter estimation, 400/500 MLE for ability parameter estimation, 401/500 MLE for ability parameter estimation, 402/500 MLE for ability parameter estimation, 403/500 MLE for ability parameter estimation, 404/500 MLE for ability parameter estimation, 405/500 MLE for ability parameter estimation, 406/500 MLE for ability parameter estimation, 407/500 MLE for ability parameter estimation, 408/500 MLE for ability parameter estimation, 409/500 MLE for ability parameter estimation, 410/500 MLE for ability parameter estimation, 411/500 MLE for ability parameter estimation, 412/500 MLE for ability parameter estimation, 413/500 MLE for ability parameter estimation, 414/500 MLE for ability parameter estimation, 415/500 MLE for ability parameter estimation, 416/500 MLE for ability parameter estimation, 417/500 MLE for ability parameter estimation, 418/500 MLE for ability parameter estimation, 419/500 MLE for ability parameter estimation, 420/500 MLE for ability parameter estimation, 421/500 MLE for ability parameter estimation, 422/500 MLE for ability parameter estimation, 423/500 MLE for ability parameter estimation, 424/500 MLE for ability parameter estimation, 425/500 MLE for ability parameter estimation, 426/500 MLE for ability parameter estimation, 427/500 MLE for ability parameter estimation, 428/500 MLE for ability parameter estimation, 429/500 MLE for ability parameter estimation, 430/500 MLE for ability parameter estimation, 431/500 MLE for ability parameter estimation, 432/500 MLE for ability parameter estimation, 433/500 MLE for ability parameter estimation, 434/500 MLE for ability parameter estimation, 435/500 MLE for ability parameter estimation, 436/500 MLE for ability parameter estimation, 437/500 MLE for ability parameter estimation, 438/500 MLE for ability parameter estimation, 439/500 MLE for ability parameter estimation, 440/500 MLE for ability parameter estimation, 441/500 MLE for ability parameter estimation, 442/500 MLE for ability parameter estimation, 443/500 MLE for ability parameter estimation, 444/500 MLE for ability parameter estimation, 445/500 MLE for ability parameter estimation, 446/500 MLE for ability parameter estimation, 447/500 MLE for ability parameter estimation, 448/500 MLE for ability parameter estimation, 449/500 MLE for ability parameter estimation, 450/500 MLE for ability parameter estimation, 451/500 MLE for ability parameter estimation, 452/500 MLE for ability parameter estimation, 453/500 MLE for ability parameter estimation, 454/500 MLE for ability parameter estimation, 455/500 MLE for ability parameter estimation, 456/500 MLE for ability parameter estimation, 457/500 MLE for ability parameter estimation, 458/500 MLE for ability parameter estimation, 459/500 MLE for ability parameter estimation, 460/500 MLE for ability parameter estimation, 461/500 MLE for ability parameter estimation, 462/500 MLE for ability parameter estimation, 463/500 MLE for ability parameter estimation, 464/500 MLE for ability parameter estimation, 465/500 MLE for ability parameter estimation, 466/500 MLE for ability parameter estimation, 467/500 MLE for ability parameter estimation, 468/500 MLE for ability parameter estimation, 469/500 MLE for ability parameter estimation, 470/500 MLE for ability parameter estimation, 471/500 MLE for ability parameter estimation, 472/500 MLE for ability parameter estimation, 473/500 MLE for ability parameter estimation, 474/500 MLE for ability parameter estimation, 475/500 MLE for ability parameter estimation, 476/500 MLE for ability parameter estimation, 477/500 MLE for ability parameter estimation, 478/500 MLE for ability parameter estimation, 479/500 MLE for ability parameter estimation, 480/500 MLE for ability parameter estimation, 481/500 MLE for ability parameter estimation, 482/500 MLE for ability parameter estimation, 483/500 MLE for ability parameter estimation, 484/500 MLE for ability parameter estimation, 485/500 MLE for ability parameter estimation, 486/500 MLE for ability parameter estimation, 487/500 MLE for ability parameter estimation, 488/500 MLE for ability parameter estimation, 489/500 MLE for ability parameter estimation, 490/500 MLE for ability parameter estimation, 491/500 MLE for ability parameter estimation, 492/500 MLE for ability parameter estimation, 493/500 MLE for ability parameter estimation, 494/500 MLE for ability parameter estimation, 495/500 MLE for ability parameter estimation, 496/500 MLE for ability parameter estimation, 497/500 MLE for ability parameter estimation, 498/500 MLE for ability parameter estimation, 499/500 MLE for ability parameter estimation, 500/500 Method = N, EM cycle = 1, Max-Change = 2.6781074262868 Method = N, EM cycle = 2, Max-Change = 0.539888196885314 MLE for ability parameter estimation, 1/500 MLE for ability parameter estimation, 2/500 MLE for ability parameter estimation, 3/500 MLE for ability parameter estimation, 4/500 MLE for ability parameter estimation, 5/500 MLE for ability parameter estimation, 6/500 MLE for ability parameter estimation, 7/500 MLE for ability parameter estimation, 8/500 MLE for ability parameter estimation, 9/500 MLE for ability parameter estimation, 10/500 MLE for ability parameter estimation, 11/500 MLE for ability parameter estimation, 12/500 MLE for ability parameter estimation, 13/500 MLE for ability parameter estimation, 14/500 MLE for ability parameter estimation, 15/500 MLE for ability parameter estimation, 16/500 MLE for ability parameter estimation, 17/500 MLE for ability parameter estimation, 18/500 MLE for ability parameter estimation, 19/500 MLE for ability parameter estimation, 20/500 MLE for ability parameter estimation, 21/500 MLE for ability parameter estimation, 22/500 MLE for ability parameter estimation, 23/500 MLE for ability parameter estimation, 24/500 MLE for ability parameter estimation, 25/500 MLE for ability parameter estimation, 26/500 MLE for ability parameter estimation, 27/500 MLE for ability parameter estimation, 28/500 MLE for ability parameter estimation, 29/500 MLE for ability parameter estimation, 30/500 MLE for ability parameter estimation, 31/500 MLE for ability parameter estimation, 32/500 MLE for ability parameter estimation, 33/500 MLE for ability parameter estimation, 34/500 MLE for ability parameter estimation, 35/500 MLE for ability parameter estimation, 36/500 MLE for ability parameter estimation, 37/500 MLE for ability parameter estimation, 38/500 MLE for ability parameter estimation, 39/500 MLE for ability parameter estimation, 40/500 MLE for ability parameter estimation, 41/500 MLE for ability parameter estimation, 42/500 MLE for ability parameter estimation, 43/500 MLE for ability parameter estimation, 44/500 MLE for ability parameter estimation, 45/500 MLE for ability parameter estimation, 46/500 MLE for ability parameter estimation, 47/500 MLE for ability parameter estimation, 48/500 MLE for ability parameter estimation, 49/500 MLE for ability parameter estimation, 50/500 MLE for ability parameter estimation, 51/500 MLE for ability parameter estimation, 52/500 MLE for ability parameter estimation, 53/500 MLE for ability parameter estimation, 54/500 MLE for ability parameter estimation, 55/500 MLE for ability parameter estimation, 56/500 MLE for ability parameter estimation, 57/500 MLE for ability parameter estimation, 58/500 MLE for ability parameter estimation, 59/500 MLE for ability parameter estimation, 60/500 MLE for ability parameter estimation, 61/500 MLE for ability parameter estimation, 62/500 MLE for ability parameter estimation, 63/500 MLE for ability parameter estimation, 64/500 MLE for ability parameter estimation, 65/500 MLE for ability parameter estimation, 66/500 MLE for ability parameter estimation, 67/500 MLE for ability parameter estimation, 68/500 MLE for ability parameter estimation, 69/500 MLE for ability parameter estimation, 70/500 MLE for ability parameter estimation, 71/500 MLE for ability parameter estimation, 72/500 MLE for ability parameter estimation, 73/500 MLE for ability parameter estimation, 74/500 MLE for ability parameter estimation, 75/500 MLE for ability parameter estimation, 76/500 MLE for ability parameter estimation, 77/500 MLE for ability parameter estimation, 78/500 MLE for ability parameter estimation, 79/500 MLE for ability parameter estimation, 80/500 MLE for ability parameter estimation, 81/500 MLE for ability parameter estimation, 82/500 MLE for ability parameter estimation, 83/500 MLE for ability parameter estimation, 84/500 MLE for ability parameter estimation, 85/500 MLE for ability parameter estimation, 86/500 MLE for ability parameter estimation, 87/500 MLE for ability parameter estimation, 88/500 MLE for ability parameter estimation, 89/500 MLE for ability parameter estimation, 90/500 MLE for ability parameter estimation, 91/500 MLE for ability parameter estimation, 92/500 MLE for ability parameter estimation, 93/500 MLE for ability parameter estimation, 94/500 MLE for ability parameter estimation, 95/500 MLE for ability parameter estimation, 96/500 MLE for ability parameter estimation, 97/500 MLE for ability parameter estimation, 98/500 MLE for ability parameter estimation, 99/500 MLE for ability parameter estimation, 100/500 MLE for ability parameter estimation, 101/500 MLE for ability parameter estimation, 102/500 MLE for ability parameter estimation, 103/500 MLE for ability parameter estimation, 104/500 MLE for ability parameter estimation, 105/500 MLE for ability parameter estimation, 106/500 MLE for ability parameter estimation, 107/500 MLE for ability parameter estimation, 108/500 MLE for ability parameter estimation, 109/500 MLE for ability parameter estimation, 110/500 MLE for ability parameter estimation, 111/500 MLE for ability parameter estimation, 112/500 MLE for ability parameter estimation, 113/500 MLE for ability parameter estimation, 114/500 MLE for ability parameter estimation, 115/500 MLE for ability parameter estimation, 116/500 MLE for ability parameter estimation, 117/500 MLE for ability parameter estimation, 118/500 MLE for ability parameter estimation, 119/500 MLE for ability parameter estimation, 120/500 MLE for ability parameter estimation, 121/500 MLE for ability parameter estimation, 122/500 MLE for ability parameter estimation, 123/500 MLE for ability parameter estimation, 124/500 MLE for ability parameter estimation, 125/500 MLE for ability parameter estimation, 126/500 MLE for ability parameter estimation, 127/500 MLE for ability parameter estimation, 128/500 MLE for ability parameter estimation, 129/500 MLE for ability parameter estimation, 130/500 MLE for ability parameter estimation, 131/500 MLE for ability parameter estimation, 132/500 MLE for ability parameter estimation, 133/500 MLE for ability parameter estimation, 134/500 MLE for ability parameter estimation, 135/500 MLE for ability parameter estimation, 136/500 MLE for ability parameter estimation, 137/500 MLE for ability parameter estimation, 138/500 MLE for ability parameter estimation, 139/500 MLE for ability parameter estimation, 140/500 MLE for ability parameter estimation, 141/500 MLE for ability parameter estimation, 142/500 MLE for ability parameter estimation, 143/500 MLE for ability parameter estimation, 144/500 MLE for ability parameter estimation, 145/500 MLE for ability parameter estimation, 146/500 MLE for ability parameter estimation, 147/500 MLE for ability parameter estimation, 148/500 MLE for ability parameter estimation, 149/500 MLE for ability parameter estimation, 150/500 MLE for ability parameter estimation, 151/500 MLE for ability parameter estimation, 152/500 MLE for ability parameter estimation, 153/500 MLE for ability parameter estimation, 154/500 MLE for ability parameter estimation, 155/500 MLE for ability parameter estimation, 156/500 MLE for ability parameter estimation, 157/500 MLE for ability parameter estimation, 158/500 MLE for ability parameter estimation, 159/500 MLE for ability parameter estimation, 160/500 MLE for ability parameter estimation, 161/500 MLE for ability parameter estimation, 162/500 MLE for ability parameter estimation, 163/500 MLE for ability parameter estimation, 164/500 MLE for ability parameter estimation, 165/500 MLE for ability parameter estimation, 166/500 MLE for ability parameter estimation, 167/500 MLE for ability parameter estimation, 168/500 MLE for ability parameter estimation, 169/500 MLE for ability parameter estimation, 170/500 MLE for ability parameter estimation, 171/500 MLE for ability parameter estimation, 172/500 MLE for ability parameter estimation, 173/500 MLE for ability parameter estimation, 174/500 MLE for ability parameter estimation, 175/500 MLE for ability parameter estimation, 176/500 MLE for ability parameter estimation, 177/500 MLE for ability parameter estimation, 178/500 MLE for ability parameter estimation, 179/500 MLE for ability parameter estimation, 180/500 MLE for ability parameter estimation, 181/500 MLE for ability parameter estimation, 182/500 MLE for ability parameter estimation, 183/500 MLE for ability parameter estimation, 184/500 MLE for ability parameter estimation, 185/500 MLE for ability parameter estimation, 186/500 MLE for ability parameter estimation, 187/500 MLE for ability parameter estimation, 188/500 MLE for ability parameter estimation, 189/500 MLE for ability parameter estimation, 190/500 MLE for ability parameter estimation, 191/500 MLE for ability parameter estimation, 192/500 MLE for ability parameter estimation, 193/500 MLE for ability parameter estimation, 194/500 MLE for ability parameter estimation, 195/500 MLE for ability parameter estimation, 196/500 MLE for ability parameter estimation, 197/500 MLE for ability parameter estimation, 198/500 MLE for ability parameter estimation, 199/500 MLE for ability parameter estimation, 200/500 MLE for ability parameter estimation, 201/500 MLE for ability parameter estimation, 202/500 MLE for ability parameter estimation, 203/500 MLE for ability parameter estimation, 204/500 MLE for ability parameter estimation, 205/500 MLE for ability parameter estimation, 206/500 MLE for ability parameter estimation, 207/500 MLE for ability parameter estimation, 208/500 MLE for ability parameter estimation, 209/500 MLE for ability parameter estimation, 210/500 MLE for ability parameter estimation, 211/500 MLE for ability parameter estimation, 212/500 MLE for ability parameter estimation, 213/500 MLE for ability parameter estimation, 214/500 MLE for ability parameter estimation, 215/500 MLE for ability parameter estimation, 216/500 MLE for ability parameter estimation, 217/500 MLE for ability parameter estimation, 218/500 MLE for ability parameter estimation, 219/500 MLE for ability parameter estimation, 220/500 MLE for ability parameter estimation, 221/500 MLE for ability parameter estimation, 222/500 MLE for ability parameter estimation, 223/500 MLE for ability parameter estimation, 224/500 MLE for ability parameter estimation, 225/500 MLE for ability parameter estimation, 226/500 MLE for ability parameter estimation, 227/500 MLE for ability parameter estimation, 228/500 MLE for ability parameter estimation, 229/500 MLE for ability parameter estimation, 230/500 MLE for ability parameter estimation, 231/500 MLE for ability parameter estimation, 232/500 MLE for ability parameter estimation, 233/500 MLE for ability parameter estimation, 234/500 MLE for ability parameter estimation, 235/500 MLE for ability parameter estimation, 236/500 MLE for ability parameter estimation, 237/500 MLE for ability parameter estimation, 238/500 MLE for ability parameter estimation, 239/500 MLE for ability parameter estimation, 240/500 MLE for ability parameter estimation, 241/500 MLE for ability parameter estimation, 242/500 MLE for ability parameter estimation, 243/500 MLE for ability parameter estimation, 244/500 MLE for ability parameter estimation, 245/500 MLE for ability parameter estimation, 246/500 MLE for ability parameter estimation, 247/500 MLE for ability parameter estimation, 248/500 MLE for ability parameter estimation, 249/500 MLE for ability parameter estimation, 250/500 MLE for ability parameter estimation, 251/500 MLE for ability parameter estimation, 252/500 MLE for ability parameter estimation, 253/500 MLE for ability parameter estimation, 254/500 MLE for ability parameter estimation, 255/500 MLE for ability parameter estimation, 256/500 MLE for ability parameter estimation, 257/500 MLE for ability parameter estimation, 258/500 MLE for ability parameter estimation, 259/500 MLE for ability parameter estimation, 260/500 MLE for ability parameter estimation, 261/500 MLE for ability parameter estimation, 262/500 MLE for ability parameter estimation, 263/500 MLE for ability parameter estimation, 264/500 MLE for ability parameter estimation, 265/500 MLE for ability parameter estimation, 266/500 MLE for ability parameter estimation, 267/500 MLE for ability parameter estimation, 268/500 MLE for ability parameter estimation, 269/500 MLE for ability parameter estimation, 270/500 MLE for ability parameter estimation, 271/500 MLE for ability parameter estimation, 272/500 MLE for ability parameter estimation, 273/500 MLE for ability parameter estimation, 274/500 MLE for ability parameter estimation, 275/500 MLE for ability parameter estimation, 276/500 MLE for ability parameter estimation, 277/500 MLE for ability parameter estimation, 278/500 MLE for ability parameter estimation, 279/500 MLE for ability parameter estimation, 280/500 MLE for ability parameter estimation, 281/500 MLE for ability parameter estimation, 282/500 MLE for ability parameter estimation, 283/500 MLE for ability parameter estimation, 284/500 MLE for ability parameter estimation, 285/500 MLE for ability parameter estimation, 286/500 MLE for ability parameter estimation, 287/500 MLE for ability parameter estimation, 288/500 MLE for ability parameter estimation, 289/500 MLE for ability parameter estimation, 290/500 MLE for ability parameter estimation, 291/500 MLE for ability parameter estimation, 292/500 MLE for ability parameter estimation, 293/500 MLE for ability parameter estimation, 294/500 MLE for ability parameter estimation, 295/500 MLE for ability parameter estimation, 296/500 MLE for ability parameter estimation, 297/500 MLE for ability parameter estimation, 298/500 MLE for ability parameter estimation, 299/500 MLE for ability parameter estimation, 300/500 MLE for ability parameter estimation, 301/500 MLE for ability parameter estimation, 302/500 MLE for ability parameter estimation, 303/500 MLE for ability parameter estimation, 304/500 MLE for ability parameter estimation, 305/500 MLE for ability parameter estimation, 306/500 MLE for ability parameter estimation, 307/500 MLE for ability parameter estimation, 308/500 MLE for ability parameter estimation, 309/500 MLE for ability parameter estimation, 310/500 MLE for ability parameter estimation, 311/500 MLE for ability parameter estimation, 312/500 MLE for ability parameter estimation, 313/500 MLE for ability parameter estimation, 314/500 MLE for ability parameter estimation, 315/500 MLE for ability parameter estimation, 316/500 MLE for ability parameter estimation, 317/500 MLE for ability parameter estimation, 318/500 MLE for ability parameter estimation, 319/500 MLE for ability parameter estimation, 320/500 MLE for ability parameter estimation, 321/500 MLE for ability parameter estimation, 322/500 MLE for ability parameter estimation, 323/500 MLE for ability parameter estimation, 324/500 MLE for ability parameter estimation, 325/500 MLE for ability parameter estimation, 326/500 MLE for ability parameter estimation, 327/500 MLE for ability parameter estimation, 328/500 MLE for ability parameter estimation, 329/500 MLE for ability parameter estimation, 330/500 MLE for ability parameter estimation, 331/500 MLE for ability parameter estimation, 332/500 MLE for ability parameter estimation, 333/500 MLE for ability parameter estimation, 334/500 MLE for ability parameter estimation, 335/500 MLE for ability parameter estimation, 336/500 MLE for ability parameter estimation, 337/500 MLE for ability parameter estimation, 338/500 MLE for ability parameter estimation, 339/500 MLE for ability parameter estimation, 340/500 MLE for ability parameter estimation, 341/500 MLE for ability parameter estimation, 342/500 MLE for ability parameter estimation, 343/500 MLE for ability parameter estimation, 344/500 MLE for ability parameter estimation, 345/500 MLE for ability parameter estimation, 346/500 MLE for ability parameter estimation, 347/500 MLE for ability parameter estimation, 348/500 MLE for ability parameter estimation, 349/500 MLE for ability parameter estimation, 350/500 MLE for ability parameter estimation, 351/500 MLE for ability parameter estimation, 352/500 MLE for ability parameter estimation, 353/500 MLE for ability parameter estimation, 354/500 MLE for ability parameter estimation, 355/500 MLE for ability parameter estimation, 356/500 MLE for ability parameter estimation, 357/500 MLE for ability parameter estimation, 358/500 MLE for ability parameter estimation, 359/500 MLE for ability parameter estimation, 360/500 MLE for ability parameter estimation, 361/500 MLE for ability parameter estimation, 362/500 MLE for ability parameter estimation, 363/500 MLE for ability parameter estimation, 364/500 MLE for ability parameter estimation, 365/500 MLE for ability parameter estimation, 366/500 MLE for ability parameter estimation, 367/500 MLE for ability parameter estimation, 368/500 MLE for ability parameter estimation, 369/500 MLE for ability parameter estimation, 370/500 MLE for ability parameter estimation, 371/500 MLE for ability parameter estimation, 372/500 MLE for ability parameter estimation, 373/500 MLE for ability parameter estimation, 374/500 MLE for ability parameter estimation, 375/500 MLE for ability parameter estimation, 376/500 MLE for ability parameter estimation, 377/500 MLE for ability parameter estimation, 378/500 MLE for ability parameter estimation, 379/500 MLE for ability parameter estimation, 380/500 MLE for ability parameter estimation, 381/500 MLE for ability parameter estimation, 382/500 MLE for ability parameter estimation, 383/500 MLE for ability parameter estimation, 384/500 MLE for ability parameter estimation, 385/500 MLE for ability parameter estimation, 386/500 MLE for ability parameter estimation, 387/500 MLE for ability parameter estimation, 388/500 MLE for ability parameter estimation, 389/500 MLE for ability parameter estimation, 390/500 MLE for ability parameter estimation, 391/500 MLE for ability parameter estimation, 392/500 MLE for ability parameter estimation, 393/500 MLE for ability parameter estimation, 394/500 MLE for ability parameter estimation, 395/500 MLE for ability parameter estimation, 396/500 MLE for ability parameter estimation, 397/500 MLE for ability parameter estimation, 398/500 MLE for ability parameter estimation, 399/500 MLE for ability parameter estimation, 400/500 MLE for ability parameter estimation, 401/500 MLE for ability parameter estimation, 402/500 MLE for ability parameter estimation, 403/500 MLE for ability parameter estimation, 404/500 MLE for ability parameter estimation, 405/500 MLE for ability parameter estimation, 406/500 MLE for ability parameter estimation, 407/500 MLE for ability parameter estimation, 408/500 MLE for ability parameter estimation, 409/500 MLE for ability parameter estimation, 410/500 MLE for ability parameter estimation, 411/500 MLE for ability parameter estimation, 412/500 MLE for ability parameter estimation, 413/500 MLE for ability parameter estimation, 414/500 MLE for ability parameter estimation, 415/500 MLE for ability parameter estimation, 416/500 MLE for ability parameter estimation, 417/500 MLE for ability parameter estimation, 418/500 MLE for ability parameter estimation, 419/500 MLE for ability parameter estimation, 420/500 MLE for ability parameter estimation, 421/500 MLE for ability parameter estimation, 422/500 MLE for ability parameter estimation, 423/500 MLE for ability parameter estimation, 424/500 MLE for ability parameter estimation, 425/500 MLE for ability parameter estimation, 426/500 MLE for ability parameter estimation, 427/500 MLE for ability parameter estimation, 428/500 MLE for ability parameter estimation, 429/500 MLE for ability parameter estimation, 430/500 MLE for ability parameter estimation, 431/500 MLE for ability parameter estimation, 432/500 MLE for ability parameter estimation, 433/500 MLE for ability parameter estimation, 434/500 MLE for ability parameter estimation, 435/500 MLE for ability parameter estimation, 436/500 MLE for ability parameter estimation, 437/500 MLE for ability parameter estimation, 438/500 MLE for ability parameter estimation, 439/500 MLE for ability parameter estimation, 440/500 MLE for ability parameter estimation, 441/500 MLE for ability parameter estimation, 442/500 MLE for ability parameter estimation, 443/500 MLE for ability parameter estimation, 444/500 MLE for ability parameter estimation, 445/500 MLE for ability parameter estimation, 446/500 MLE for ability parameter estimation, 447/500 MLE for ability parameter estimation, 448/500 MLE for ability parameter estimation, 449/500 MLE for ability parameter estimation, 450/500 MLE for ability parameter estimation, 451/500 MLE for ability parameter estimation, 452/500 MLE for ability parameter estimation, 453/500 MLE for ability parameter estimation, 454/500 MLE for ability parameter estimation, 455/500 MLE for ability parameter estimation, 456/500 MLE for ability parameter estimation, 457/500 MLE for ability parameter estimation, 458/500 MLE for ability parameter estimation, 459/500 MLE for ability parameter estimation, 460/500 MLE for ability parameter estimation, 461/500 MLE for ability parameter estimation, 462/500 MLE for ability parameter estimation, 463/500 MLE for ability parameter estimation, 464/500 MLE for ability parameter estimation, 465/500 MLE for ability parameter estimation, 466/500 MLE for ability parameter estimation, 467/500 MLE for ability parameter estimation, 468/500 MLE for ability parameter estimation, 469/500 MLE for ability parameter estimation, 470/500 MLE for ability parameter estimation, 471/500 MLE for ability parameter estimation, 472/500 MLE for ability parameter estimation, 473/500 MLE for ability parameter estimation, 474/500 MLE for ability parameter estimation, 475/500 MLE for ability parameter estimation, 476/500 MLE for ability parameter estimation, 477/500 MLE for ability parameter estimation, 478/500 MLE for ability parameter estimation, 479/500 MLE for ability parameter estimation, 480/500 MLE for ability parameter estimation, 481/500 MLE for ability parameter estimation, 482/500 MLE for ability parameter estimation, 483/500 MLE for ability parameter estimation, 484/500 MLE for ability parameter estimation, 485/500 MLE for ability parameter estimation, 486/500 MLE for ability parameter estimation, 487/500 MLE for ability parameter estimation, 488/500 MLE for ability parameter estimation, 489/500 MLE for ability parameter estimation, 490/500 MLE for ability parameter estimation, 491/500 MLE for ability parameter estimation, 492/500 MLE for ability parameter estimation, 493/500 MLE for ability parameter estimation, 494/500 MLE for ability parameter estimation, 495/500 MLE for ability parameter estimation, 496/500 MLE for ability parameter estimation, 497/500 MLE for ability parameter estimation, 498/500 MLE for ability parameter estimation, 499/500 MLE for ability parameter estimation, 500/500 Method = KDE, EM cycle = 1, Max-Change = 1.36792231116931 Method = KDE, EM cycle = 2, Max-Change = 0.401250438354775 Method = KDE, EM cycle = 3, Max-Change = 0.218573957189112 Method = KDE, EM cycle = 4, Max-Change = 0.110650166421484 Method = KDE, EM cycle = 5, Max-Change = 0.0661824370783202 Method = KDE, EM cycle = 6, Max-Change = 0.0470759814933448 Method = KDE, EM cycle = 7, Max-Change = 0.0313510187695019 Method = KDE, EM cycle = 8, Max-Change = 0.0209205739696596 Method = KDE, EM cycle = 9, Max-Change = 0.0175561008308711 Method = KDE, EM cycle = 10, Max-Change = 0.0103942799609147 Method = KDE, EM cycle = 11, Max-Change = 0.00588856227833778 Method = KDE, EM cycle = 12, Max-Change = 0.00351104111817735 Method = KDE, EM cycle = 13, Max-Change = 0.00280557281860849 Method = KDE, EM cycle = 14, Max-Change = 0.00309831942924266 Method = KDE, EM cycle = 15, Max-Change = 0.0025903919310597 Method = KDE, EM cycle = 16, Max-Change = 0.00150673585262062 Method = KDE, EM cycle = 17, Max-Change = 0.000901068832068308 Method = KDE, EM cycle = 18, Max-Change = 0.000569310219195263 Method = KDE, EM cycle = 19, Max-Change = 0.00187509823904586 Method = KDE, EM cycle = 20, Max-Change = 0.00198080375739673 Method = KDE, EM cycle = 21, Max-Change = 0.0010883908049677 Method = KDE, EM cycle = 22, Max-Change = 0.000589993881079387 Method = KDE, EM cycle = 23, Max-Change = 0.00033041494809849 Method = KDE, EM cycle = 24, Max-Change = 0.000192806264319945 Method = KDE, EM cycle = 25, Max-Change = 0.000117662517846284 Method = KDE, EM cycle = 26, Max-Change = 7.52035134872209e-05 Method = DC, EM cycle = 1, Max-Change = 1.36792231116931 Method = DC, EM cycle = 2, Max-Change = 0.408870351634957 Method = DC, EM cycle = 3, Max-Change = 0.249633883225381 Method = DC, EM cycle = 4, Max-Change = 0.154171919036798 Method = DC, EM cycle = 5, Max-Change = 0.0960412656024396 Method = DC, EM cycle = 6, Max-Change = 0.0601252784061068 Method = DC, EM cycle = 7, Max-Change = 0.0377056456645128 Method = DC, EM cycle = 8, Max-Change = 0.0236569619805325 Method = DC, EM cycle = 9, Max-Change = 0.0148294275228626 Method = DC, EM cycle = 10, Max-Change = 0.00927535249382183 Method = DC, EM cycle = 11, Max-Change = 0.00577965408035785 Method = DC, EM cycle = 12, Max-Change = 0.00358070976159608 Method = DC, EM cycle = 13, Max-Change = 0.00219993453179246 Method = DC, EM cycle = 14, Max-Change = 0.00133560131920829 Method = DC, EM cycle = 15, Max-Change = 0.000797022578768569 Method = DC, EM cycle = 16, Max-Change = 0.000495019846439515 Method = DC, EM cycle = 17, Max-Change = 0.000323790967692611 Method = DC, EM cycle = 18, Max-Change = 0.000261513521671961 Method = DC, EM cycle = 19, Max-Change = 0.000212120285820058 Method = DC, EM cycle = 20, Max-Change = 0.000172640603610968 Method = DC, EM cycle = 21, Max-Change = 0.000141332522343302 Method = DC, EM cycle = 22, Max-Change = 0.000116574063873998 Method = DC, EM cycle = 23, Max-Change = 9.68890630821395e-05 Method = DC, EM cycle = 1, Max-Change = 1.36792231116931 Method = DC, EM cycle = 2, Max-Change = 0.418263079380184 Method = DC, EM cycle = 3, Max-Change = 0.253389596934985 Method = DC, EM cycle = 4, Max-Change = 0.155783293919443 Method = DC, EM cycle = 5, Max-Change = 0.0955841199218685 Method = DC, EM cycle = 6, Max-Change = 0.0582711996069061 Method = DC, EM cycle = 7, Max-Change = 0.035252149545399 Method = DC, EM cycle = 8, Max-Change = 0.0257833461694723 Method = DC, EM cycle = 9, Max-Change = 0.0198984575000285 Method = DC, EM cycle = 10, Max-Change = 0.0157111922035313 Method = DC, EM cycle = 11, Max-Change = 0.0126187820286465 Method = DC, EM cycle = 12, Max-Change = 0.0102896001790849 Method = DC, EM cycle = 13, Max-Change = 0.00849606368155298 Method = DC, EM cycle = 14, Max-Change = 0.00709165495464203 Method = DC, EM cycle = 15, Max-Change = 0.00598839683624997 Method = DC, EM cycle = 16, Max-Change = 0.00509194014109182 Method = DC, EM cycle = 17, Max-Change = 0.00435030135011383 Method = DC, EM cycle = 18, Max-Change = 0.00373354308553075 Method = DC, EM cycle = 19, Max-Change = 0.00321586404703256 Method = DC, EM cycle = 20, Max-Change = 0.00277804403915072 Method = DC, EM cycle = 21, Max-Change = 0.00240581989242994 Method = DC, EM cycle = 22, Max-Change = 0.00208756809556743 Method = DC, EM cycle = 23, Max-Change = 0.00181433473496595 Method = DC, EM cycle = 24, Max-Change = 0.00157893289711764 Method = DC, EM cycle = 25, Max-Change = 0.00137558764677381 Method = DC, EM cycle = 26, Max-Change = 0.00119945956516387 Method = DC, EM cycle = 27, Max-Change = 0.00104675438752588 Method = DC, EM cycle = 28, Max-Change = 0.000913940948556569 Method = DC, EM cycle = 29, Max-Change = 0.000798414937161152 Method = DC, EM cycle = 30, Max-Change = 0.000697789275888816 Method = DC, EM cycle = 31, Max-Change = 0.000610132952545417 Method = DC, EM cycle = 32, Max-Change = 0.000533654232934833 Method = DC, EM cycle = 33, Max-Change = 0.000468003883971502 Method = DC, EM cycle = 34, Max-Change = 0.000408666255315104 Method = DC, EM cycle = 35, Max-Change = 0.000358413283973125 Method = DC, EM cycle = 36, Max-Change = 0.000312927424137133 Method = DC, EM cycle = 37, Max-Change = 0.000274339997194062 Method = DC, EM cycle = 38, Max-Change = 0.0002427215855203 Method = DC, EM cycle = 39, Max-Change = 0.000209650289141994 Method = DC, EM cycle = 40, Max-Change = 0.000182429810839047 Method = DC, EM cycle = 41, Max-Change = 0.000159708149939153 Method = DC, EM cycle = 42, Max-Change = 0.00014024204593488 Method = DC, EM cycle = 43, Max-Change = 0.000122029420684733 Method = DC, EM cycle = 44, Max-Change = 0.000105946982714489 Method = DC, EM cycle = 45, Max-Change = 9.0526754573883e-05 Method = EHM, EM cycle = 1, Max-Change = 1.466598916666 Method = EHM, EM cycle = 2, Max-Change = 0.211900842370132 Method = 2NM, EM cycle = 1, Max-Change = 1.47410887396381 Method = 2NM, EM cycle = 2, Max-Change = 0.209629532647032 Method = N, EM cycle = 1, Max-Change = 1.466598916666 Method = N, EM cycle = 2, Max-Change = 0.213146463826426 Method = EHM, EM cycle = 1, Max-Change = 1.45580780804904Convergence: Convergence failed. The Latent Distribution Estimation Method: EHM Class: dich For more information; Use 1) `$` sign for the direct access to the elements and/or 2) `summary` for a briefly summarized output. and/or 3) `coef`, `coef_se`, `factor_score`, and etc. for more flexible usages. Convergence: Convergence failed to meet the threshold of 0.5 within 1 iterations. Model Fit: log-likeli -2362.806 deviance 4725.613 AIC 4999.613 BIC 5577.014 HQ 5226.184 The Number of Parameters: item 18 dist 119 total 137 The Number of Items: 9 The Estimated Latent Distribution: method - EHM ---------------------------------------- . @ @ @ @ . @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ . +---------+---------+---------+---------+ -2 -1 0 1 2 Method = 2NM, EM cycle = 1, Max-Change = 2.0314989568934 Method = 2NM, EM cycle = 2, Max-Change = 0.297017484009591Convergence: Successfully converged. The Latent Distribution Estimation Method: 2NM Class: dich For more information; Use 1) `$` sign for the direct access to the elements and/or 2) `summary` for a briefly summarized output. and/or 3) `coef`, `coef_se`, `factor_score`, and etc. for more flexible usages. Convergence: Successfully converged below the threshold of 0.9 on 2nd iterations. Model Fit: log-likeli -2342.615 deviance 4685.229 AIC 4713.229 BIC 4772.234 HQ 4736.383 The Number of Parameters: item 10 dist 4 total 14 The Number of Items: 9 The Estimated Latent Distribution: method - 2NM ---------------------------------------- . @ @ @ @ . . @ @ @ @ @ @ . @ @ @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ . +---------+---------+---------+---------+ -2 -1 0 1 2 Method = N, EM cycle = 1, Max-Change = 2.00550507735081 Method = N, EM cycle = 2, Max-Change = 0.301466929681846Convergence: Successfully converged. The Latent Distribution Estimation Method: N Class: dich For more information; Use 1) `$` sign for the direct access to the elements and/or 2) `summary` for a briefly summarized output. and/or 3) `coef`, `coef_se`, `factor_score`, and etc. for more flexible usages. Convergence: Successfully converged below the threshold of 0.9 on 2nd iterations. Model Fit: log-likeli -2341.541 deviance 4683.082 AIC 4705.082 BIC 4751.443 HQ 4723.274 The Number of Parameters: item 10 dist 1 total 11 The Number of Items: 9 The Estimated Latent Distribution: method - N ---------------------------------------- . . . @ @ @ @ @ . @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ . +---------+---------+---------+---------+ -2 -1 0 1 2 Method = KDE, EM cycle = 1, Max-Change = 2.00550507735081 Method = KDE, EM cycle = 2, Max-Change = 0.287265910607939Convergence: Successfully converged. The Latent Distribution Estimation Method: KDE Class: dich For more information; Use 1) `$` sign for the direct access to the elements and/or 2) `summary` for a briefly summarized output. and/or 3) `coef`, `coef_se`, `factor_score`, and etc. for more flexible usages. Convergence: Successfully converged below the threshold of 0.9 on 2nd iterations. Model Fit: log-likeli -2345.935 deviance 4691.871 AIC 4715.871 BIC 4766.446 HQ 4735.717 The Number of Parameters: item 10 dist 2 total 12 The Number of Items: 9 The Estimated Latent Distribution: method - KDE ---------------------------------------- . @ @ @ . . @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ . @ @ @ @ @ @ @ @ @ @ @ @ . @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ . @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ . +---------+---------+---------+---------+ -2 -1 0 1 2 Method = DC, EM cycle = 1, Max-Change = 2.00550507735081 Method = DC, EM cycle = 2, Max-Change = 0.295654494636174Convergence: Convergence failed. The Latent Distribution Estimation Method: DC Class: dich For more information; Use 1) `$` sign for the direct access to the elements and/or 2) `summary` for a briefly summarized output. and/or 3) `coef`, `coef_se`, `factor_score`, and etc. for more flexible usages. Convergence: Convergence failed to meet the threshold of 1e-04 within 2 iterations. Model Fit: log-likeli -2343.967 deviance 4687.934 AIC 4715.934 BIC 4774.939 HQ 4739.088 The Number of Parameters: item 10 dist 4 total 14 The Number of Items: 9 The Estimated Latent Distribution: method - DC ---------------------------------------- . . . @ @ @ @ . @ @ @ @ @ @ @ . @ @ @ @ @ @ @ @ @ . @ @ @ @ @ @ @ @ @ @ @ . @ @ @ @ @ @ @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ . +---------+---------+---------+---------+ -2 -1 0 1 2 Insufficient data values to produce 10 bins for Item 1. 9 bins will be used. Insufficient data values to produce 9 bins for Item 1. 8 bins will be used. Insufficient data values to produce 10 bins for Item 2. 9 bins will be used. Insufficient data values to produce 9 bins for Item 2. 8 bins will be used. Insufficient data values to produce 10 bins for Item 3. 9 bins will be used. Insufficient data values to produce 9 bins for Item 3. 8 bins will be used. Insufficient data values to produce 10 bins for Item 4. 9 bins will be used. Insufficient data values to produce 9 bins for Item 4. 8 bins will be used. Insufficient data values to produce 10 bins for Item 5. 9 bins will be used. Insufficient data values to produce 9 bins for Item 5. 8 bins will be used. Insufficient data values to produce 10 bins for Item 6. 9 bins will be used. Insufficient data values to produce 9 bins for Item 6. 8 bins will be used. Insufficient data values to produce 10 bins for Item 7. 9 bins will be used. Insufficient data values to produce 9 bins for Item 7. 8 bins will be used. Insufficient data values to produce 10 bins for Item 8. 9 bins will be used. Insufficient data values to produce 9 bins for Item 8. 8 bins will be used. Insufficient data values to produce 10 bins for Item 9. 9 bins will be used. Insufficient data values to produce 9 bins for Item 9. 8 bins will be used. Insufficient data values to produce 10 bins for Item 1. 9 bins will be used. Insufficient data values to produce 9 bins for Item 1. 8 bins will be used. Insufficient data values to produce 10 bins for Item 2. 9 bins will be used. Insufficient data values to produce 9 bins for Item 2. 8 bins will be used. Insufficient data values to produce 10 bins for Item 3. 9 bins will be used. Insufficient data values to produce 9 bins for Item 3. 8 bins will be used. Insufficient data values to produce 10 bins for Item 4. 9 bins will be used. Insufficient data values to produce 9 bins for Item 4. 8 bins will be used. Insufficient data values to produce 10 bins for Item 5. 9 bins will be used. Insufficient data values to produce 9 bins for Item 5. 8 bins will be used. Insufficient data values to produce 10 bins for Item 6. 9 bins will be used. Insufficient data values to produce 9 bins for Item 6. 8 bins will be used. Insufficient data values to produce 10 bins for Item 7. 9 bins will be used. Insufficient data values to produce 9 bins for Item 7. 8 bins will be used. Insufficient data values to produce 10 bins for Item 8. 9 bins will be used. Insufficient data values to produce 9 bins for Item 8. 8 bins will be used. Insufficient data values to produce 10 bins for Item 9. 9 bins will be used. Insufficient data values to produce 9 bins for Item 9. 8 bins will be used. Method = N, EM cycle = 1, Max-Change = 1.84520982305553 Method = N, EM cycle = 2, Max-Change = 0.714847308238915Convergence: Convergence failed. The Latent Distribution Estimation Method: N Class: poly For more information; Use 1) `$` sign for the direct access to the elements and/or 2) `summary` for a briefly summarized output. and/or 3) `coef`, `coef_se`, `factor_score`, and etc. for more flexible usages. Convergence: Convergence failed to meet the threshold of 0.001 within 2 iterations. Model Fit: log-likeli -22628.78 deviance 45257.55 AIC 45357.55 BIC 45637.6 HQ 45460.38 The Number of Parameters: item 50 dist 0 total 50 The Number of Items: 10 The Estimated Latent Distribution: method - N ---------------------------------------- . . . @ @ @ @ @ . @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ . +---------+---------+---------+---------+ -2 -1 0 1 2 Method = LLS, EM cycle = 1, Max-Change = 5.84109283895615 Method = LLS, EM cycle = 2, Max-Change = 2.89658456325434Convergence: Convergence failed. The Latent Distribution Estimation Method: LLS Class: poly For more information; Use 1) `$` sign for the direct access to the elements and/or 2) `summary` for a briefly summarized output. and/or 3) `coef`, `coef_se`, `factor_score`, and etc. for more flexible usages. Convergence: Convergence failed to meet the threshold of 0.001 within 2 iterations. Model Fit: log-likeli -24748.89 deviance 49497.77 AIC 49583.77 BIC 49824.61 HQ 49672.21 The Number of Parameters: item 40 dist 3 total 43 The Number of Items: 10 The Estimated Latent Distribution: method - LLS ---------------------------------------- . . . @ @ @ @ @ . @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ . +---------+---------+---------+---------+ -2 -1 0 1 2 Method = N, EM cycle = 1, Max-Change = 6.38061382384528 Method = N, EM cycle = 2, Max-Change = 1.95531367162699Convergence: Convergence failed. The Latent Distribution Estimation Method: N Class: mix For more information; Use 1) `$` sign for the direct access to the elements and/or 2) `summary` for a briefly summarized output. and/or 3) `coef`, `coef_se`, `factor_score`, and etc. for more flexible usages. Convergence: Convergence failed to meet the threshold of 0.001 within 2 iterations. Model Fit: log-likeli -782383.6 deviance 1564767 AIC 1564799 BIC 1564878 HQ 1564829 The Number of Parameters: item 15 dist 1 total 16 The Number of Items: dichotomous 5 polyotomous 5 The Estimated Latent Distribution: method - N ---------------------------------------- . . . @ @ @ @ @ . @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ . +---------+---------+---------+---------+ -2 -1 0 1 2 Method = N, EM cycle = 1, Max-Change = 2.55558861299848 Method = N, EM cycle = 2, Max-Change = 0.401356752406687Convergence: Convergence failed. The Latent Distribution Estimation Method: N Class: mix For more information; Use 1) `$` sign for the direct access to the elements and/or 2) `summary` for a briefly summarized output. and/or 3) `coef`, `coef_se`, `factor_score`, and etc. for more flexible usages. Convergence: Convergence failed to meet the threshold of 0.001 within 2 iterations. Model Fit: log-likeli -941850.9 deviance 1883702 AIC 1883742 BIC 1883840 HQ 1883779 The Number of Parameters: item 20 dist 0 total 20 The Number of Items: dichotomous 5 polyotomous 5 The Estimated Latent Distribution: method - N ---------------------------------------- . . . @ @ @ @ @ . @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ . . @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ . +---------+---------+---------+---------+ -2 -1 0 1 2 [ FAIL 0 | WARN 0 | SKIP 0 | PASS 82 ] > > proc.time() user system elapsed 30.32 6.93 37.23