R Under development (unstable) (2023-08-30 r85030 ucrt) -- "Unsuffered Consequences" Copyright (C) 2023 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. > cat("Test of pen=Inf\n") Test of pen=Inf > library(GGMselect) Loading required package: mvtnorm > > # ++++++++++++++++++++++++++++++++++++++++++++++++++++ > p = 30 > n = 20 > dmax = 17 > eta=0.05 > iG = 1 > set.seed(iG) > Gr <- simulateGraph(p,eta) > iS = 1 > set.seed(iS*(pi/3.1415)**iG) > X <- rmvnorm(n, mean=rep(0,p), sigma=Gr$C) > > # LONG !QEGraphEst <- selectQE(X, dmax=dmax, K=2, verbose=T) > GraphEst <- selectFast(X, dmax=dmax, K=2, + verbose=T, + family=c("LA", "C01","EW" )) *** Run family LA LASSO sequence Computing X'X ..... LARS Step 1 : Variable 9 added LARS Step 2 : Variable 2 added LARS Step 3 : Variable 27 added LARS Step 4 : Variable 1 added LARS Step 5 : Variable 12 added LARS Step 6 : Variable 4 added LARS Step 7 : Variable 10 added LARS Step 8 : Variable 25 added LARS Step 9 : Variable 6 added LARS Step 10 : Variable 22 added LARS Step 11 : Variable 26 added LARS Step 12 : Variable 20 added LARS Step 13 : Variable 7 added LARS Step 14 : Variable 16 added Lasso Step 15 : Variable 1 dropped LARS Step 16 : Variable 13 added LARS Step 17 : Variable 17 added LARS Step 18 : Variable 14 added LARS Step 19 : Variable 15 added Lasso Step 20 : Variable 13 dropped Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 6 added LARS Step 2 : Variable 24 added LARS Step 3 : Variable 20 added LARS Step 4 : Variable 5 added LARS Step 5 : Variable 15 added LARS Step 6 : Variable 7 added LARS Step 7 : Variable 11 added LARS Step 8 : Variable 29 added LARS Step 9 : Variable 18 added LARS Step 10 : Variable 4 added LARS Step 11 : Variable 26 added LARS Step 12 : Variable 3 added LARS Step 13 : Variable 14 added Lasso Step 14 : Variable 26 dropped LARS Step 15 : Variable 25 added Lasso Step 16 : Variable 11 dropped LARS Step 17 : Variable 8 added LARS Step 18 : Variable 21 added Lasso Step 19 : Variable 7 dropped LARS Step 20 : Variable 28 added Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 3 added LARS Step 2 : Variable 22 added LARS Step 3 : Variable 23 added LARS Step 4 : Variable 1 added LARS Step 5 : Variable 4 added LARS Step 6 : Variable 18 added LARS Step 7 : Variable 28 added LARS Step 8 : Variable 15 added LARS Step 9 : Variable 8 added LARS Step 10 : Variable 13 added LARS Step 11 : Variable 20 added Lasso Step 12 : Variable 8 dropped LARS Step 13 : Variable 17 added LARS Step 14 : Variable 9 added LARS Step 15 : Variable 14 added LARS Step 16 : Variable 25 added LARS Step 17 : Variable 11 added Lasso Step 18 : Variable 25 dropped LARS Step 19 : Variable 26 added Lasso Step 20 : Variable 18 dropped Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 3 added LARS Step 2 : Variable 23 added LARS Step 3 : Variable 10 added LARS Step 4 : Variable 19 added LARS Step 5 : Variable 7 added LARS Step 6 : Variable 22 added LARS Step 7 : Variable 28 added LARS Step 8 : Variable 1 added LARS Step 9 : Variable 9 added LARS Step 10 : Variable 18 added LARS Step 11 : Variable 8 added LARS Step 12 : Variable 21 added LARS Step 13 : Variable 14 added LARS Step 14 : Variable 25 added Lasso Step 15 : Variable 10 dropped LARS Step 16 : Variable 4 added LARS Step 17 : Variable 16 added LARS Step 18 : Variable 26 added LARS Step 19 : Variable 13 added LARS Step 20 : Variable 2 added Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 23 added LARS Step 2 : Variable 14 added LARS Step 3 : Variable 5 added LARS Step 4 : Variable 9 added LARS Step 5 : Variable 12 added LARS Step 6 : Variable 8 added LARS Step 7 : Variable 27 added LARS Step 8 : Variable 3 added LARS Step 9 : Variable 19 added LARS Step 10 : Variable 15 added LARS Step 11 : Variable 26 added LARS Step 12 : Variable 10 added LARS Step 13 : Variable 1 added LARS Step 14 : Variable 7 added LARS Step 15 : Variable 29 added Lasso Step 16 : Variable 9 dropped LARS Step 17 : Variable 16 added Lasso Step 18 : Variable 3 dropped Lasso Step 19 : Variable 14 dropped Lasso Step 20 : Variable 5 dropped Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 10 added LARS Step 2 : Variable 2 added LARS Step 3 : Variable 5 added LARS Step 4 : Variable 16 added LARS Step 5 : Variable 9 added LARS Step 6 : Variable 18 added LARS Step 7 : Variable 8 added LARS Step 8 : Variable 22 added LARS Step 9 : Variable 20 added LARS Step 10 : Variable 23 added LARS Step 11 : Variable 21 added LARS Step 12 : Variable 17 added LARS Step 13 : Variable 14 added LARS Step 14 : Variable 11 added LARS Step 15 : Variable 26 added LARS Step 16 : Variable 27 added LARS Step 17 : Variable 29 added LARS Step 18 : Variable 25 added LARS Step 19 : Variable 13 added Lasso Step 20 : Variable 25 dropped Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 2 added LARS Step 2 : Variable 20 added LARS Step 3 : Variable 29 added LARS Step 4 : Variable 18 added LARS Step 5 : Variable 16 added LARS Step 6 : Variable 17 added LARS Step 7 : Variable 11 added LARS Step 8 : Variable 5 added LARS Step 9 : Variable 15 added LARS Step 10 : Variable 7 added LARS Step 11 : Variable 4 added LARS Step 12 : Variable 9 added LARS Step 13 : Variable 28 added LARS Step 14 : Variable 1 added LARS Step 15 : Variable 22 added Lasso Step 16 : Variable 7 dropped LARS Step 17 : Variable 10 added LARS Step 18 : Variable 12 added Lasso Step 19 : Variable 11 dropped LARS Step 20 : Variable 24 added Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 23 added LARS Step 2 : Variable 21 added LARS Step 3 : Variable 28 added LARS Step 4 : Variable 4 added LARS Step 5 : Variable 16 added LARS Step 6 : Variable 22 added LARS Step 7 : Variable 14 added LARS Step 8 : Variable 26 added Lasso Step 9 : Variable 28 dropped LARS Step 10 : Variable 29 added LARS Step 11 : Variable 13 added LARS Step 12 : Variable 5 added LARS Step 13 : Variable 24 added LARS Step 14 : Variable 19 added LARS Step 15 : Variable 1 added Lasso Step 16 : Variable 13 dropped LARS Step 17 : Variable 11 added LARS Step 18 : Variable 20 added LARS Step 19 : Variable 10 added LARS Step 20 : Variable 25 added Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 27 added LARS Step 2 : Variable 14 added LARS Step 3 : Variable 5 added LARS Step 4 : Variable 24 added LARS Step 5 : Variable 13 added LARS Step 6 : Variable 16 added LARS Step 7 : Variable 11 added LARS Step 8 : Variable 6 added LARS Step 9 : Variable 9 added LARS Step 10 : Variable 26 added LARS Step 11 : Variable 12 added LARS Step 12 : Variable 28 added LARS Step 13 : Variable 22 added Lasso Step 14 : Variable 11 dropped LARS Step 15 : Variable 20 added LARS Step 16 : Variable 25 added LARS Step 17 : Variable 18 added LARS Step 18 : Variable 19 added Lasso Step 19 : Variable 20 dropped Lasso Step 20 : Variable 9 dropped Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 1 added LARS Step 2 : Variable 26 added LARS Step 3 : Variable 16 added LARS Step 4 : Variable 24 added LARS Step 5 : Variable 29 added LARS Step 6 : Variable 2 added LARS Step 7 : Variable 27 added LARS Step 8 : Variable 28 added LARS Step 9 : Variable 6 added LARS Step 10 : Variable 19 added LARS Step 11 : Variable 7 added Lasso Step 12 : Variable 2 dropped LARS Step 13 : Variable 8 added LARS Step 14 : Variable 25 added LARS Step 15 : Variable 21 added LARS Step 16 : Variable 3 added LARS Step 17 : Variable 14 added Lasso Step 18 : Variable 16 dropped LARS Step 19 : Variable 12 added LARS Step 20 : Variable 20 added Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 29 added LARS Step 2 : Variable 28 added LARS Step 3 : Variable 13 added LARS Step 4 : Variable 6 added LARS Step 5 : Variable 4 added LARS Step 6 : Variable 20 added LARS Step 7 : Variable 23 added LARS Step 8 : Variable 10 added LARS Step 9 : Variable 12 added LARS Step 10 : Variable 21 added LARS Step 11 : Variable 19 added LARS Step 12 : Variable 26 added LARS Step 13 : Variable 15 added LARS Step 14 : Variable 25 added LARS Step 15 : Variable 9 added Lasso Step 16 : Variable 4 dropped LARS Step 17 : Variable 1 added LARS Step 18 : Variable 18 added LARS Step 19 : Variable 3 added LARS Step 20 : Variable 8 added Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 12 added LARS Step 2 : Variable 14 added LARS Step 3 : Variable 8 added LARS Step 4 : Variable 18 added LARS Step 5 : Variable 4 added LARS Step 6 : Variable 26 added LARS Step 7 : Variable 7 added LARS Step 8 : Variable 21 added LARS Step 9 : Variable 3 added LARS Step 10 : Variable 6 added LARS Step 11 : Variable 29 added LARS Step 12 : Variable 28 added LARS Step 13 : Variable 2 added LARS Step 14 : Variable 24 added Lasso Step 15 : Variable 7 dropped LARS Step 16 : Variable 25 added LARS Step 17 : Variable 13 added LARS Step 18 : Variable 20 added Lasso Step 19 : Variable 28 dropped LARS Step 20 : Variable 9 added Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 12 added LARS Step 2 : Variable 5 added LARS Step 3 : Variable 26 added LARS Step 4 : Variable 8 added LARS Step 5 : Variable 14 added LARS Step 6 : Variable 21 added LARS Step 7 : Variable 4 added LARS Step 8 : Variable 20 added LARS Step 9 : Variable 18 added LARS Step 10 : Variable 13 added LARS Step 11 : Variable 29 added LARS Step 12 : Variable 1 added LARS Step 13 : Variable 19 added LARS Step 14 : Variable 9 added LARS Step 15 : Variable 25 added LARS Step 16 : Variable 24 added LARS Step 17 : Variable 2 added LARS Step 18 : Variable 10 added Lasso Step 19 : Variable 24 dropped LARS Step 20 : Variable 11 added Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 11 added LARS Step 2 : Variable 28 added LARS Step 3 : Variable 4 added LARS Step 4 : Variable 22 added LARS Step 5 : Variable 27 added LARS Step 6 : Variable 13 added LARS Step 7 : Variable 25 added Lasso Step 8 : Variable 28 dropped LARS Step 9 : Variable 26 added LARS Step 10 : Variable 23 added LARS Step 11 : Variable 7 added LARS Step 12 : Variable 20 added LARS Step 13 : Variable 28 added LARS Step 14 : Variable 9 added LARS Step 15 : Variable 3 added Lasso Step 16 : Variable 4 dropped LARS Step 17 : Variable 17 added LARS Step 18 : Variable 5 added LARS Step 19 : Variable 1 added LARS Step 20 : Variable 6 added Lasso Step 21 : Variable 28 dropped Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 2 added LARS Step 2 : Variable 9 added LARS Step 3 : Variable 5 added LARS Step 4 : Variable 22 added LARS Step 5 : Variable 28 added LARS Step 6 : Variable 12 added LARS Step 7 : Variable 19 added LARS Step 8 : Variable 16 added LARS Step 9 : Variable 27 added LARS Step 10 : Variable 15 added LARS Step 11 : Variable 21 added LARS Step 12 : Variable 6 added LARS Step 13 : Variable 26 added LARS Step 14 : Variable 14 added LARS Step 15 : Variable 23 added LARS Step 16 : Variable 29 added LARS Step 17 : Variable 10 added Lasso Step 18 : Variable 23 dropped LARS Step 19 : Variable 4 added LARS Step 20 : Variable 20 added Lasso Step 21 : Variable 16 dropped Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 21 added LARS Step 2 : Variable 3 added LARS Step 3 : Variable 20 added LARS Step 4 : Variable 25 added LARS Step 5 : Variable 22 added LARS Step 6 : Variable 2 added LARS Step 7 : Variable 28 added LARS Step 8 : Variable 5 added LARS Step 9 : Variable 18 added LARS Step 10 : Variable 16 added LARS Step 11 : Variable 23 added LARS Step 12 : Variable 29 added LARS Step 13 : Variable 10 added LARS Step 14 : Variable 8 added Lasso Step 15 : Variable 29 dropped Lasso Step 16 : Variable 16 dropped LARS Step 17 : Variable 15 added Lasso Step 18 : Variable 23 dropped LARS Step 19 : Variable 27 added LARS Step 20 : Variable 19 added Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 10 added LARS Step 2 : Variable 6 added LARS Step 3 : Variable 15 added LARS Step 4 : Variable 21 added LARS Step 5 : Variable 9 added LARS Step 6 : Variable 8 added LARS Step 7 : Variable 14 added LARS Step 8 : Variable 18 added LARS Step 9 : Variable 20 added LARS Step 10 : Variable 22 added LARS Step 11 : Variable 28 added LARS Step 12 : Variable 24 added LARS Step 13 : Variable 4 added LARS Step 14 : Variable 5 added LARS Step 15 : Variable 19 added LARS Step 16 : Variable 26 added Lasso Step 17 : Variable 10 dropped LARS Step 18 : Variable 29 added LARS Step 19 : Variable 25 added LARS Step 20 : Variable 13 added Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 19 added LARS Step 2 : Variable 20 added LARS Step 3 : Variable 7 added LARS Step 4 : Variable 15 added LARS Step 5 : Variable 8 added LARS Step 6 : Variable 28 added LARS Step 7 : Variable 11 added Lasso Step 8 : Variable 7 dropped LARS Step 9 : Variable 14 added LARS Step 10 : Variable 17 added LARS Step 11 : Variable 22 added LARS Step 12 : Variable 6 added LARS Step 13 : Variable 7 added LARS Step 14 : Variable 29 added LARS Step 15 : Variable 27 added LARS Step 16 : Variable 18 added LARS Step 17 : Variable 16 added LARS Step 18 : Variable 24 added Lasso Step 19 : Variable 7 dropped LARS Step 20 : Variable 9 added Lasso Step 21 : Variable 27 dropped Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 12 added LARS Step 2 : Variable 3 added LARS Step 3 : Variable 6 added LARS Step 4 : Variable 29 added LARS Step 5 : Variable 22 added LARS Step 6 : Variable 21 added LARS Step 7 : Variable 7 added Lasso Step 8 : Variable 29 dropped LARS Step 9 : Variable 8 added LARS Step 10 : Variable 27 added LARS Step 11 : Variable 23 added LARS Step 12 : Variable 20 added LARS Step 13 : Variable 29 added LARS Step 14 : Variable 1 added LARS Step 15 : Variable 24 added Lasso Step 16 : Variable 21 dropped LARS Step 17 : Variable 17 added LARS Step 18 : Variable 19 added LARS Step 19 : Variable 25 added LARS Step 20 : Variable 4 added Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 18 added LARS Step 2 : Variable 15 added LARS Step 3 : Variable 20 added LARS Step 4 : Variable 11 added LARS Step 5 : Variable 28 added LARS Step 6 : Variable 24 added LARS Step 7 : Variable 3 added LARS Step 8 : Variable 8 added LARS Step 9 : Variable 4 added Lasso Step 10 : Variable 3 dropped LARS Step 11 : Variable 14 added Lasso Step 12 : Variable 24 dropped LARS Step 13 : Variable 17 added LARS Step 14 : Variable 6 added LARS Step 15 : Variable 22 added LARS Step 16 : Variable 16 added LARS Step 17 : Variable 19 added LARS Step 18 : Variable 3 added Lasso Step 19 : Variable 14 dropped LARS Step 20 : Variable 27 added Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 11 added LARS Step 2 : Variable 26 added LARS Step 3 : Variable 16 added LARS Step 4 : Variable 25 added LARS Step 5 : Variable 17 added LARS Step 6 : Variable 27 added LARS Step 7 : Variable 6 added LARS Step 8 : Variable 18 added LARS Step 9 : Variable 5 added LARS Step 10 : Variable 24 added LARS Step 11 : Variable 21 added LARS Step 12 : Variable 14 added LARS Step 13 : Variable 3 added LARS Step 14 : Variable 23 added Lasso Step 15 : Variable 27 dropped LARS Step 16 : Variable 9 added LARS Step 17 : Variable 19 added LARS Step 18 : Variable 8 added LARS Step 19 : Variable 13 added Lasso Step 20 : Variable 5 dropped Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 28 added LARS Step 2 : Variable 16 added LARS Step 3 : Variable 27 added LARS Step 4 : Variable 17 added LARS Step 5 : Variable 19 added LARS Step 6 : Variable 8 added LARS Step 7 : Variable 13 added LARS Step 8 : Variable 21 added LARS Step 9 : Variable 22 added LARS Step 10 : Variable 15 added LARS Step 11 : Variable 25 added LARS Step 12 : Variable 24 added LARS Step 13 : Variable 6 added LARS Step 14 : Variable 23 added LARS Step 15 : Variable 5 added Lasso Step 16 : Variable 23 dropped LARS Step 17 : Variable 3 added Lasso Step 18 : Variable 13 dropped LARS Step 19 : Variable 23 added LARS Step 20 : Variable 29 added Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 29 added LARS Step 2 : Variable 24 added LARS Step 3 : Variable 14 added LARS Step 4 : Variable 23 added LARS Step 5 : Variable 3 added LARS Step 6 : Variable 8 added LARS Step 7 : Variable 15 added LARS Step 8 : Variable 1 added LARS Step 9 : Variable 18 added LARS Step 10 : Variable 22 added LARS Step 11 : Variable 19 added LARS Step 12 : Variable 6 added LARS Step 13 : Variable 12 added LARS Step 14 : Variable 28 added LARS Step 15 : Variable 7 added LARS Step 16 : Variable 16 added Lasso Step 17 : Variable 28 dropped LARS Step 18 : Variable 5 added LARS Step 19 : Variable 13 added LARS Step 20 : Variable 28 added Lasso Step 21 : Variable 13 dropped Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 5 added LARS Step 2 : Variable 8 added LARS Step 3 : Variable 11 added LARS Step 4 : Variable 23 added LARS Step 5 : Variable 29 added LARS Step 6 : Variable 26 added LARS Step 7 : Variable 17 added LARS Step 8 : Variable 4 added LARS Step 9 : Variable 28 added LARS Step 10 : Variable 6 added LARS Step 11 : Variable 18 added Lasso Step 12 : Variable 4 dropped LARS Step 13 : Variable 25 added Lasso Step 14 : Variable 23 dropped LARS Step 15 : Variable 1 added LARS Step 16 : Variable 13 added LARS Step 17 : Variable 9 added LARS Step 18 : Variable 19 added LARS Step 19 : Variable 14 added LARS Step 20 : Variable 27 added Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 2 added LARS Step 2 : Variable 20 added LARS Step 3 : Variable 3 added LARS Step 4 : Variable 23 added LARS Step 5 : Variable 10 added LARS Step 6 : Variable 9 added LARS Step 7 : Variable 26 added LARS Step 8 : Variable 24 added LARS Step 9 : Variable 19 added LARS Step 10 : Variable 21 added Lasso Step 11 : Variable 24 dropped LARS Step 12 : Variable 28 added Lasso Step 13 : Variable 3 dropped LARS Step 14 : Variable 15 added LARS Step 15 : Variable 17 added LARS Step 16 : Variable 25 added LARS Step 17 : Variable 8 added LARS Step 18 : Variable 12 added LARS Step 19 : Variable 7 added LARS Step 20 : Variable 5 added Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 29 added LARS Step 2 : Variable 24 added LARS Step 3 : Variable 18 added LARS Step 4 : Variable 7 added LARS Step 5 : Variable 14 added LARS Step 6 : Variable 16 added LARS Step 7 : Variable 21 added LARS Step 8 : Variable 22 added LARS Step 9 : Variable 2 added LARS Step 10 : Variable 27 added Lasso Step 11 : Variable 7 dropped LARS Step 12 : Variable 6 added LARS Step 13 : Variable 5 added LARS Step 14 : Variable 12 added LARS Step 15 : Variable 19 added LARS Step 16 : Variable 9 added Lasso Step 17 : Variable 27 dropped LARS Step 18 : Variable 10 added LARS Step 19 : Variable 3 added LARS Step 20 : Variable 23 added Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 10 added LARS Step 2 : Variable 21 added LARS Step 3 : Variable 25 added LARS Step 4 : Variable 29 added LARS Step 5 : Variable 15 added LARS Step 6 : Variable 11 added Lasso Step 7 : Variable 29 dropped LARS Step 8 : Variable 2 added LARS Step 9 : Variable 14 added LARS Step 10 : Variable 13 added LARS Step 11 : Variable 27 added LARS Step 12 : Variable 8 added LARS Step 13 : Variable 6 added LARS Step 14 : Variable 9 added LARS Step 15 : Variable 3 added Lasso Step 16 : Variable 2 dropped LARS Step 17 : Variable 4 added Lasso Step 18 : Variable 3 dropped LARS Step 19 : Variable 17 added LARS Step 20 : Variable 24 added Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 9 added LARS Step 2 : Variable 5 added LARS Step 3 : Variable 22 added LARS Step 4 : Variable 10 added LARS Step 5 : Variable 1 added LARS Step 6 : Variable 15 added LARS Step 7 : Variable 27 added LARS Step 8 : Variable 14 added LARS Step 9 : Variable 17 added LARS Step 10 : Variable 19 added LARS Step 11 : Variable 8 added LARS Step 12 : Variable 6 added LARS Step 13 : Variable 21 added LARS Step 14 : Variable 28 added LARS Step 15 : Variable 29 added Lasso Step 16 : Variable 14 dropped Lasso Step 17 : Variable 17 dropped LARS Step 18 : Variable 26 added LARS Step 19 : Variable 13 added LARS Step 20 : Variable 20 added Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 11 added LARS Step 2 : Variable 22 added LARS Step 3 : Variable 14 added LARS Step 4 : Variable 10 added LARS Step 5 : Variable 12 added LARS Step 6 : Variable 15 added LARS Step 7 : Variable 7 added LARS Step 8 : Variable 13 added LARS Step 9 : Variable 16 added Lasso Step 10 : Variable 12 dropped LARS Step 11 : Variable 23 added LARS Step 12 : Variable 2 added LARS Step 13 : Variable 27 added LARS Step 14 : Variable 17 added Lasso Step 15 : Variable 2 dropped LARS Step 16 : Variable 9 added LARS Step 17 : Variable 3 added LARS Step 18 : Variable 2 added LARS Step 19 : Variable 28 added Lasso Step 20 : Variable 2 dropped Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 11 added LARS Step 2 : Variable 23 added LARS Step 3 : Variable 26 added LARS Step 4 : Variable 10 added LARS Step 5 : Variable 7 added LARS Step 6 : Variable 22 added LARS Step 7 : Variable 18 added LARS Step 8 : Variable 28 added LARS Step 9 : Variable 8 added LARS Step 10 : Variable 13 added LARS Step 11 : Variable 1 added LARS Step 12 : Variable 24 added Lasso Step 13 : Variable 26 dropped LARS Step 14 : Variable 19 added LARS Step 15 : Variable 27 added LARS Step 16 : Variable 15 added LARS Step 17 : Variable 4 added LARS Step 18 : Variable 6 added LARS Step 19 : Variable 9 added LARS Step 20 : Variable 17 added Lasso Step 21 : Variable 1 dropped Computing residuals, RSS etc ..... *** End family LA *** Run family C01 *** End family C01 *** Run family EW LASSO sequence Computing X'X ..... LARS Step 1 : Variable 9 added LARS Step 2 : Variable 2 added LARS Step 3 : Variable 27 added LARS Step 4 : Variable 6 added LARS Step 5 : Variable 12 added LARS Step 6 : Variable 4 added LARS Step 7 : Variable 10 added LARS Step 8 : Variable 22 added LARS Step 9 : Variable 13 added LARS Step 10 : Variable 20 added LARS Step 11 : Variable 26 added LARS Step 12 : Variable 17 added LARS Step 13 : Variable 3 added LARS Step 14 : Variable 7 added LARS Step 15 : Variable 8 added Lasso Step 16 : Variable 10 dropped LARS Step 17 : Variable 15 added Lasso Step 18 : Variable 9 dropped LARS Step 19 : Variable 1 added LARS Step 20 : Variable 9 added Lasso Step 21 : Variable 15 dropped Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 6 added LARS Step 2 : Variable 24 added LARS Step 3 : Variable 5 added LARS Step 4 : Variable 9 added LARS Step 5 : Variable 29 added LARS Step 6 : Variable 14 added LARS Step 7 : Variable 26 added LARS Step 8 : Variable 15 added LARS Step 9 : Variable 1 added LARS Step 10 : Variable 27 added LARS Step 11 : Variable 28 added LARS Step 12 : Variable 20 added LARS Step 13 : Variable 2 added Lasso Step 14 : Variable 9 dropped LARS Step 15 : Variable 25 added LARS Step 16 : Variable 9 added Lasso Step 17 : Variable 27 dropped Lasso Step 18 : Variable 9 dropped LARS Step 19 : Variable 23 added LARS Step 20 : Variable 27 added Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 3 added LARS Step 2 : Variable 23 added LARS Step 3 : Variable 22 added LARS Step 4 : Variable 1 added LARS Step 5 : Variable 28 added LARS Step 6 : Variable 19 added LARS Step 7 : Variable 4 added LARS Step 8 : Variable 15 added LARS Step 9 : Variable 18 added LARS Step 10 : Variable 13 added LARS Step 11 : Variable 9 added LARS Step 12 : Variable 20 added LARS Step 13 : Variable 24 added Lasso Step 14 : Variable 18 dropped LARS Step 15 : Variable 25 added LARS Step 16 : Variable 14 added LARS Step 17 : Variable 27 added Lasso Step 18 : Variable 25 dropped LARS Step 19 : Variable 18 added LARS Step 20 : Variable 16 added Lasso Step 21 : Variable 22 dropped Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 3 added LARS Step 2 : Variable 23 added LARS Step 3 : Variable 10 added LARS Step 4 : Variable 17 added LARS Step 5 : Variable 7 added LARS Step 6 : Variable 9 added LARS Step 7 : Variable 18 added LARS Step 8 : Variable 28 added LARS Step 9 : Variable 13 added LARS Step 10 : Variable 15 added LARS Step 11 : Variable 22 added Lasso Step 12 : Variable 10 dropped Lasso Step 13 : Variable 7 dropped LARS Step 14 : Variable 21 added LARS Step 15 : Variable 19 added LARS Step 16 : Variable 6 added LARS Step 17 : Variable 10 added LARS Step 18 : Variable 29 added Lasso Step 19 : Variable 17 dropped LARS Step 20 : Variable 7 added Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 23 added LARS Step 2 : Variable 14 added LARS Step 3 : Variable 26 added LARS Step 4 : Variable 10 added LARS Step 5 : Variable 12 added LARS Step 6 : Variable 9 added LARS Step 7 : Variable 8 added LARS Step 8 : Variable 27 added LARS Step 9 : Variable 19 added LARS Step 10 : Variable 5 added LARS Step 11 : Variable 15 added LARS Step 12 : Variable 1 added LARS Step 13 : Variable 24 added Lasso Step 14 : Variable 5 dropped LARS Step 15 : Variable 3 added Lasso Step 16 : Variable 26 dropped LARS Step 17 : Variable 18 added LARS Step 18 : Variable 26 added LARS Step 19 : Variable 25 added LARS Step 20 : Variable 5 added Lasso Step 21 : Variable 1 dropped Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 2 added LARS Step 2 : Variable 10 added LARS Step 3 : Variable 9 added LARS Step 4 : Variable 5 added LARS Step 5 : Variable 16 added LARS Step 6 : Variable 17 added LARS Step 7 : Variable 8 added LARS Step 8 : Variable 22 added LARS Step 9 : Variable 20 added LARS Step 10 : Variable 23 added LARS Step 11 : Variable 18 added LARS Step 12 : Variable 29 added Lasso Step 13 : Variable 5 dropped LARS Step 14 : Variable 14 added LARS Step 15 : Variable 21 added Lasso Step 16 : Variable 18 dropped LARS Step 17 : Variable 1 added LARS Step 18 : Variable 5 added LARS Step 19 : Variable 26 added LARS Step 20 : Variable 12 added Lasso Step 21 : Variable 21 dropped Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 2 added LARS Step 2 : Variable 20 added LARS Step 3 : Variable 18 added LARS Step 4 : Variable 29 added LARS Step 5 : Variable 11 added LARS Step 6 : Variable 9 added LARS Step 7 : Variable 19 added LARS Step 8 : Variable 23 added LARS Step 9 : Variable 28 added LARS Step 10 : Variable 4 added LARS Step 11 : Variable 16 added LARS Step 12 : Variable 1 added LARS Step 13 : Variable 10 added LARS Step 14 : Variable 14 added LARS Step 15 : Variable 8 added LARS Step 16 : Variable 24 added LARS Step 17 : Variable 21 added Lasso Step 18 : Variable 14 dropped LARS Step 19 : Variable 22 added Lasso Step 20 : Variable 9 dropped Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 23 added LARS Step 2 : Variable 11 added LARS Step 3 : Variable 21 added LARS Step 4 : Variable 4 added LARS Step 5 : Variable 16 added LARS Step 6 : Variable 22 added LARS Step 7 : Variable 5 added LARS Step 8 : Variable 28 added LARS Step 9 : Variable 10 added LARS Step 10 : Variable 13 added LARS Step 11 : Variable 17 added LARS Step 12 : Variable 12 added LARS Step 13 : Variable 26 added LARS Step 14 : Variable 15 added LARS Step 15 : Variable 25 added Lasso Step 16 : Variable 13 dropped LARS Step 17 : Variable 18 added LARS Step 18 : Variable 24 added LARS Step 19 : Variable 6 added Lasso Step 20 : Variable 25 dropped Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 27 added LARS Step 2 : Variable 14 added LARS Step 3 : Variable 5 added LARS Step 4 : Variable 24 added LARS Step 5 : Variable 13 added LARS Step 6 : Variable 12 added LARS Step 7 : Variable 16 added LARS Step 8 : Variable 6 added LARS Step 9 : Variable 26 added LARS Step 10 : Variable 19 added LARS Step 11 : Variable 1 added LARS Step 12 : Variable 18 added Lasso Step 13 : Variable 13 dropped LARS Step 14 : Variable 23 added LARS Step 15 : Variable 28 added LARS Step 16 : Variable 21 added LARS Step 17 : Variable 3 added LARS Step 18 : Variable 13 added LARS Step 19 : Variable 20 added LARS Step 20 : Variable 11 added Lasso Step 21 : Variable 13 dropped Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 26 added LARS Step 2 : Variable 1 added LARS Step 3 : Variable 24 added LARS Step 4 : Variable 29 added LARS Step 5 : Variable 7 added LARS Step 6 : Variable 16 added LARS Step 7 : Variable 28 added LARS Step 8 : Variable 6 added LARS Step 9 : Variable 27 added LARS Step 10 : Variable 19 added LARS Step 11 : Variable 8 added LARS Step 12 : Variable 21 added LARS Step 13 : Variable 5 added Lasso Step 14 : Variable 16 dropped LARS Step 15 : Variable 14 added LARS Step 16 : Variable 4 added LARS Step 17 : Variable 12 added LARS Step 18 : Variable 16 added LARS Step 19 : Variable 10 added Lasso Step 20 : Variable 28 dropped Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 29 added LARS Step 2 : Variable 28 added LARS Step 3 : Variable 13 added LARS Step 4 : Variable 6 added LARS Step 5 : Variable 20 added LARS Step 6 : Variable 4 added LARS Step 7 : Variable 23 added LARS Step 8 : Variable 1 added LARS Step 9 : Variable 10 added LARS Step 10 : Variable 26 added LARS Step 11 : Variable 21 added LARS Step 12 : Variable 19 added LARS Step 13 : Variable 12 added LARS Step 14 : Variable 25 added LARS Step 15 : Variable 16 added LARS Step 16 : Variable 14 added LARS Step 17 : Variable 2 added LARS Step 18 : Variable 9 added Lasso Step 19 : Variable 16 dropped Lasso Step 20 : Variable 4 dropped Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 12 added LARS Step 2 : Variable 14 added LARS Step 3 : Variable 8 added LARS Step 4 : Variable 18 added LARS Step 5 : Variable 4 added LARS Step 6 : Variable 7 added LARS Step 7 : Variable 28 added LARS Step 8 : Variable 26 added LARS Step 9 : Variable 5 added LARS Step 10 : Variable 21 added LARS Step 11 : Variable 29 added LARS Step 12 : Variable 6 added LARS Step 13 : Variable 9 added LARS Step 14 : Variable 20 added LARS Step 15 : Variable 24 added LARS Step 16 : Variable 15 added LARS Step 17 : Variable 17 added Lasso Step 18 : Variable 6 dropped Lasso Step 19 : Variable 28 dropped LARS Step 20 : Variable 2 added Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 12 added LARS Step 2 : Variable 14 added LARS Step 3 : Variable 26 added LARS Step 4 : Variable 5 added LARS Step 5 : Variable 8 added LARS Step 6 : Variable 21 added LARS Step 7 : Variable 18 added LARS Step 8 : Variable 3 added LARS Step 9 : Variable 19 added LARS Step 10 : Variable 7 added LARS Step 11 : Variable 28 added LARS Step 12 : Variable 9 added LARS Step 13 : Variable 4 added LARS Step 14 : Variable 13 added LARS Step 15 : Variable 11 added LARS Step 16 : Variable 10 added LARS Step 17 : Variable 29 added Lasso Step 18 : Variable 19 dropped LARS Step 19 : Variable 1 added LARS Step 20 : Variable 20 added Lasso Step 21 : Variable 28 dropped Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 11 added LARS Step 2 : Variable 22 added LARS Step 3 : Variable 27 added LARS Step 4 : Variable 13 added LARS Step 5 : Variable 4 added LARS Step 6 : Variable 25 added LARS Step 7 : Variable 26 added LARS Step 8 : Variable 23 added LARS Step 9 : Variable 1 added LARS Step 10 : Variable 5 added LARS Step 11 : Variable 20 added LARS Step 12 : Variable 3 added LARS Step 13 : Variable 9 added Lasso Step 14 : Variable 4 dropped LARS Step 15 : Variable 28 added LARS Step 16 : Variable 16 added LARS Step 17 : Variable 24 added Lasso Step 18 : Variable 16 dropped LARS Step 19 : Variable 4 added LARS Step 20 : Variable 15 added Lasso Step 21 : Variable 26 dropped Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 2 added LARS Step 2 : Variable 9 added LARS Step 3 : Variable 5 added LARS Step 4 : Variable 22 added LARS Step 5 : Variable 28 added LARS Step 6 : Variable 12 added LARS Step 7 : Variable 16 added LARS Step 8 : Variable 19 added LARS Step 9 : Variable 27 added LARS Step 10 : Variable 15 added LARS Step 11 : Variable 26 added LARS Step 12 : Variable 6 added Lasso Step 13 : Variable 16 dropped LARS Step 14 : Variable 23 added LARS Step 15 : Variable 16 added LARS Step 16 : Variable 14 added LARS Step 17 : Variable 3 added LARS Step 18 : Variable 21 added LARS Step 19 : Variable 29 added LARS Step 20 : Variable 13 added Lasso Step 21 : Variable 14 dropped Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 21 added LARS Step 2 : Variable 3 added LARS Step 3 : Variable 20 added LARS Step 4 : Variable 25 added LARS Step 5 : Variable 28 added LARS Step 6 : Variable 22 added LARS Step 7 : Variable 5 added LARS Step 8 : Variable 2 added LARS Step 9 : Variable 29 added LARS Step 10 : Variable 18 added LARS Step 11 : Variable 16 added LARS Step 12 : Variable 6 added LARS Step 13 : Variable 4 added LARS Step 14 : Variable 15 added LARS Step 15 : Variable 8 added LARS Step 16 : Variable 27 added LARS Step 17 : Variable 14 added Lasso Step 18 : Variable 16 dropped Lasso Step 19 : Variable 29 dropped LARS Step 20 : Variable 24 added Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 10 added LARS Step 2 : Variable 6 added LARS Step 3 : Variable 15 added LARS Step 4 : Variable 21 added LARS Step 5 : Variable 9 added LARS Step 6 : Variable 14 added LARS Step 7 : Variable 8 added LARS Step 8 : Variable 22 added LARS Step 9 : Variable 18 added LARS Step 10 : Variable 20 added LARS Step 11 : Variable 28 added LARS Step 12 : Variable 24 added LARS Step 13 : Variable 5 added LARS Step 14 : Variable 16 added LARS Step 15 : Variable 13 added LARS Step 16 : Variable 11 added LARS Step 17 : Variable 4 added Lasso Step 18 : Variable 16 dropped LARS Step 19 : Variable 29 added LARS Step 20 : Variable 26 added Lasso Step 21 : Variable 10 dropped Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 19 added LARS Step 2 : Variable 20 added LARS Step 3 : Variable 22 added LARS Step 4 : Variable 17 added LARS Step 5 : Variable 7 added LARS Step 6 : Variable 26 added LARS Step 7 : Variable 29 added LARS Step 8 : Variable 8 added LARS Step 9 : Variable 2 added Lasso Step 10 : Variable 7 dropped LARS Step 11 : Variable 24 added LARS Step 12 : Variable 28 added LARS Step 13 : Variable 27 added LARS Step 14 : Variable 3 added LARS Step 15 : Variable 10 added Lasso Step 16 : Variable 2 dropped LARS Step 17 : Variable 16 added LARS Step 18 : Variable 6 added LARS Step 19 : Variable 15 added Lasso Step 20 : Variable 10 dropped Lasso Step 21 : Variable 3 dropped Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 12 added LARS Step 2 : Variable 3 added LARS Step 3 : Variable 6 added LARS Step 4 : Variable 22 added LARS Step 5 : Variable 7 added LARS Step 6 : Variable 21 added LARS Step 7 : Variable 23 added LARS Step 8 : Variable 27 added LARS Step 9 : Variable 8 added LARS Step 10 : Variable 13 added LARS Step 11 : Variable 16 added LARS Step 12 : Variable 20 added LARS Step 13 : Variable 4 added LARS Step 14 : Variable 9 added LARS Step 15 : Variable 24 added LARS Step 16 : Variable 18 added Lasso Step 17 : Variable 9 dropped Lasso Step 18 : Variable 6 dropped LARS Step 19 : Variable 17 added LARS Step 20 : Variable 1 added Lasso Step 21 : Variable 16 dropped Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 18 added LARS Step 2 : Variable 11 added LARS Step 3 : Variable 15 added LARS Step 4 : Variable 17 added LARS Step 5 : Variable 24 added LARS Step 6 : Variable 28 added LARS Step 7 : Variable 8 added LARS Step 8 : Variable 20 added LARS Step 9 : Variable 19 added LARS Step 10 : Variable 10 added LARS Step 11 : Variable 3 added LARS Step 12 : Variable 26 added LARS Step 13 : Variable 4 added LARS Step 14 : Variable 16 added LARS Step 15 : Variable 27 added Lasso Step 16 : Variable 20 dropped LARS Step 17 : Variable 9 added Lasso Step 18 : Variable 27 dropped LARS Step 19 : Variable 5 added LARS Step 20 : Variable 6 added Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 26 added LARS Step 2 : Variable 11 added LARS Step 3 : Variable 16 added LARS Step 4 : Variable 17 added LARS Step 5 : Variable 25 added LARS Step 6 : Variable 6 added LARS Step 7 : Variable 27 added LARS Step 8 : Variable 24 added LARS Step 9 : Variable 18 added LARS Step 10 : Variable 21 added LARS Step 11 : Variable 14 added LARS Step 12 : Variable 29 added LARS Step 13 : Variable 19 added LARS Step 14 : Variable 9 added LARS Step 15 : Variable 28 added Lasso Step 16 : Variable 19 dropped LARS Step 17 : Variable 10 added LARS Step 18 : Variable 7 added LARS Step 19 : Variable 4 added LARS Step 20 : Variable 22 added Lasso Step 21 : Variable 25 dropped Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 28 added LARS Step 2 : Variable 16 added LARS Step 3 : Variable 27 added LARS Step 4 : Variable 17 added LARS Step 5 : Variable 19 added LARS Step 6 : Variable 8 added LARS Step 7 : Variable 13 added LARS Step 8 : Variable 23 added LARS Step 9 : Variable 21 added LARS Step 10 : Variable 29 added LARS Step 11 : Variable 25 added LARS Step 12 : Variable 22 added LARS Step 13 : Variable 24 added LARS Step 14 : Variable 6 added LARS Step 15 : Variable 12 added LARS Step 16 : Variable 9 added LARS Step 17 : Variable 20 added LARS Step 18 : Variable 11 added LARS Step 19 : Variable 1 added Max |corr| = 0; exiting... Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 29 added LARS Step 2 : Variable 14 added LARS Step 3 : Variable 3 added LARS Step 4 : Variable 23 added LARS Step 5 : Variable 15 added LARS Step 6 : Variable 18 added LARS Step 7 : Variable 24 added LARS Step 8 : Variable 8 added LARS Step 9 : Variable 1 added LARS Step 10 : Variable 19 added LARS Step 11 : Variable 22 added LARS Step 12 : Variable 12 added LARS Step 13 : Variable 6 added LARS Step 14 : Variable 25 added LARS Step 15 : Variable 28 added LARS Step 16 : Variable 5 added Lasso Step 17 : Variable 25 dropped Lasso Step 18 : Variable 6 dropped Lasso Step 19 : Variable 23 dropped LARS Step 20 : Variable 6 added Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 5 added LARS Step 2 : Variable 8 added LARS Step 3 : Variable 11 added LARS Step 4 : Variable 23 added LARS Step 5 : Variable 29 added LARS Step 6 : Variable 4 added LARS Step 7 : Variable 14 added LARS Step 8 : Variable 26 added LARS Step 9 : Variable 17 added LARS Step 10 : Variable 25 added LARS Step 11 : Variable 6 added LARS Step 12 : Variable 2 added LARS Step 13 : Variable 20 added Lasso Step 14 : Variable 14 dropped Lasso Step 15 : Variable 4 dropped Lasso Step 16 : Variable 23 dropped LARS Step 17 : Variable 22 added LARS Step 18 : Variable 18 added Lasso Step 19 : Variable 20 dropped LARS Step 20 : Variable 19 added Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 2 added LARS Step 2 : Variable 20 added LARS Step 3 : Variable 23 added LARS Step 4 : Variable 10 added LARS Step 5 : Variable 26 added LARS Step 6 : Variable 3 added LARS Step 7 : Variable 9 added LARS Step 8 : Variable 19 added LARS Step 9 : Variable 21 added LARS Step 10 : Variable 28 added Lasso Step 11 : Variable 3 dropped LARS Step 12 : Variable 5 added LARS Step 13 : Variable 8 added LARS Step 14 : Variable 14 added LARS Step 15 : Variable 6 added LARS Step 16 : Variable 17 added LARS Step 17 : Variable 7 added LARS Step 18 : Variable 4 added LARS Step 19 : Variable 1 added Lasso Step 20 : Variable 2 dropped Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 29 added LARS Step 2 : Variable 24 added LARS Step 3 : Variable 20 added LARS Step 4 : Variable 14 added LARS Step 5 : Variable 7 added LARS Step 6 : Variable 16 added LARS Step 7 : Variable 21 added LARS Step 8 : Variable 11 added LARS Step 9 : Variable 22 added LARS Step 10 : Variable 2 added Lasso Step 11 : Variable 7 dropped LARS Step 12 : Variable 5 added LARS Step 13 : Variable 13 added Lasso Step 14 : Variable 29 dropped LARS Step 15 : Variable 9 added LARS Step 16 : Variable 29 added LARS Step 17 : Variable 19 added LARS Step 18 : Variable 7 added Lasso Step 19 : Variable 29 dropped LARS Step 20 : Variable 4 added Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 10 added LARS Step 2 : Variable 21 added LARS Step 3 : Variable 25 added LARS Step 4 : Variable 14 added LARS Step 5 : Variable 15 added LARS Step 6 : Variable 2 added LARS Step 7 : Variable 27 added LARS Step 8 : Variable 13 added LARS Step 9 : Variable 5 added LARS Step 10 : Variable 9 added LARS Step 11 : Variable 8 added Lasso Step 12 : Variable 5 dropped LARS Step 13 : Variable 6 added LARS Step 14 : Variable 11 added LARS Step 15 : Variable 29 added LARS Step 16 : Variable 1 added Lasso Step 17 : Variable 2 dropped LARS Step 18 : Variable 20 added Lasso Step 19 : Variable 6 dropped LARS Step 20 : Variable 5 added Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 9 added LARS Step 2 : Variable 5 added LARS Step 3 : Variable 22 added LARS Step 4 : Variable 10 added LARS Step 5 : Variable 1 added LARS Step 6 : Variable 29 added LARS Step 7 : Variable 14 added LARS Step 8 : Variable 27 added LARS Step 9 : Variable 15 added Lasso Step 10 : Variable 29 dropped LARS Step 11 : Variable 17 added LARS Step 12 : Variable 6 added LARS Step 13 : Variable 19 added LARS Step 14 : Variable 29 added LARS Step 15 : Variable 21 added LARS Step 16 : Variable 26 added LARS Step 17 : Variable 24 added LARS Step 18 : Variable 8 added Lasso Step 19 : Variable 24 dropped LARS Step 20 : Variable 16 added Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 11 added LARS Step 2 : Variable 22 added LARS Step 3 : Variable 14 added LARS Step 4 : Variable 10 added LARS Step 5 : Variable 13 added LARS Step 6 : Variable 7 added LARS Step 7 : Variable 15 added LARS Step 8 : Variable 16 added LARS Step 9 : Variable 27 added LARS Step 10 : Variable 2 added LARS Step 11 : Variable 23 added LARS Step 12 : Variable 17 added LARS Step 13 : Variable 20 added LARS Step 14 : Variable 1 added LARS Step 15 : Variable 6 added Lasso Step 16 : Variable 20 dropped LARS Step 17 : Variable 21 added LARS Step 18 : Variable 19 added LARS Step 19 : Variable 4 added LARS Step 20 : Variable 8 added Lasso Step 21 : Variable 14 dropped Computing residuals, RSS etc ..... LASSO sequence Computing X'X ..... LARS Step 1 : Variable 11 added LARS Step 2 : Variable 23 added LARS Step 3 : Variable 10 added LARS Step 4 : Variable 26 added LARS Step 5 : Variable 7 added LARS Step 6 : Variable 22 added LARS Step 7 : Variable 28 added LARS Step 8 : Variable 6 added LARS Step 9 : Variable 15 added LARS Step 10 : Variable 18 added LARS Step 11 : Variable 27 added LARS Step 12 : Variable 12 added Lasso Step 13 : Variable 26 dropped Lasso Step 14 : Variable 18 dropped LARS Step 15 : Variable 16 added LARS Step 16 : Variable 19 added LARS Step 17 : Variable 26 added LARS Step 18 : Variable 2 added Lasso Step 19 : Variable 19 dropped LARS Step 20 : Variable 8 added Computing residuals, RSS etc ..... *** End family EW Warning messages: 1: In calcLarsNEW(X, XNorm, Dmax, pen, family, min.ev, max.iter, eps, : Some values of penalty are greater than 1e+08: the criterion have been set to Inf at least once during the process (family LA). 2: In calcLarsNEW(X, XNorm, Dmax, pen, family, min.ev, max.iter, eps, : Some values of penalty are greater than 1e+08: the criterion have been set to Inf at least once during the process (family C01). 3: In calcLarsNEW(X, XNorm, Dmax, pen, family, min.ev, max.iter, eps, : Some values of penalty are greater than 1e+08: the criterion have been set to Inf at least once during the process (family EW). > > # print("Neighb") > # print(GraphEst$LA$Neighb) > print("crit.min"); print(GraphEst$LA$crit.min) [1] "crit.min" K= 2 456.7413 > print("crit.min"); print(GraphEst$EW$crit.min) [1] "crit.min" K= 2 456.7413 > print("crit.min"); print(GraphEst$C01$crit.min) [1] "crit.min" K= 2 456.7413 > print("crit.min"); print(GraphEst$C01.LA$crit.min) [1] "crit.min" K= 2 456.7413 > print("crit.min"); print(GraphEst$C01.LA.EW$crit.min) [1] "crit.min" K= 2 456.7413 > > proc.time() user system elapsed 3.51 0.15 3.64