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Type 'q()' to quit R. > library(cpr) > require(splines) Loading required package: splines > > ################################################################################ > # derivatives are as expected > e <- new.env() > with(e, { + f0 <- function(x) { + #(x + 2) * (x - 1) * (x - 3) + x^3 - 2 * x^2 - 5 * x + 6 + } + f1 <- function(x) { + 3 * x^2 - 4 * x - 5 + } + f2 <- function(x) { + 6 * x - 4 + } + + x <- sort(runif(n = 100, min = -3, max = 5)) + bknots = c(-3, 5) + bmat <- bsplines(x, bknots = bknots) + theta <- coef(lm(f0(x) ~ bsplines(x, bknots = bknots) + 0) ) + + baseD1 <- splines::spline.des(c(-3, -3, -3, -3, 5, 5, 5, 5), x, derivs = rep(1, length(x)))$design + cprD1 <- bsplineD(x, bknots = bknots, derivative = 1L) + + baseD2 <- splines::spline.des(c(-3, -3, -3, -3, 5, 5, 5, 5), x, derivs = rep(2, length(x)))$design + cprD2 <- bsplineD(x, bknots = bknots, derivative = 2L) + + # verify that I can get cubic correct + stopifnot(isTRUE(all.equal(f0(x), as.numeric(bmat %*% theta)))) + + # verify that I can get the first derivative correct -- this is different from + # base R in that, by my construction, the derivative at the boundardy knots + # should be NA, as the k-fold knots should result in no differentiability at + # these points. + stopifnot(isTRUE(all.equal(f1(x), as.numeric(cprD1 %*% theta)))) + + # verify that I can get the second derivative correct + stopifnot(isTRUE(all.equal(f2(x), as.numeric(cprD2 %*% theta)))) + + if (interactive()) { + par(mfrow = c(1, 3)) + plot(x, f0(x), type = "l") + points(x, bmat %*% theta, pch = 2, col = 'blue') + + plot(x, f1(x), type = "l") + points(x, baseD1 %*% theta, pch = 16, col = 'red', cex = 0.7) + points(x, cprD1 %*% theta, pch = 2, col = 'blue') + + plot(x, f2(x), type = "l") + points(x, baseD2 %*% theta, pch = 16, col = 'red', cex = 0.7) + points(x, cprD2 %*% theta, pch = 2, col = 'blue') + } + + # another set of tests + xvec <- seq(-1, 5, length = 100) + iknots <- c(-0.8, 0.2, 2.3, 2.5) + + xi <- sort(c(rep(range(xvec), 4), iknots)) + + baseD1 <- spline.des(xi, xvec, derivs = rep(1, length(xvec)))$design + baseD2 <- spline.des(xi, xvec, derivs = rep(2, length(xvec)))$design + + cprD1 <- bsplineD(xvec, iknots = iknots, derivative = 1L) + cprD2 <- bsplineD(xvec, iknots = iknots, derivative = 2L) + + stopifnot(isTRUE( + all.equal( + cprD1[-100, ] + , + baseD1[-100, ] + ) + )) + stopifnot(isTRUE( all.equal(cprD2[-100, ], baseD2[-100, ]))) + + x <- tryCatch(bsplineD(xvec, derivative = 1.5), error = function(e) {e}) + stopifnot(identical(class(x), c("simpleError", "error", "condition"))) + stopifnot(identical(x$message, "Only first and second derivatives are supported")) + + x <- tryCatch(bsplineD(xvec, derivative = 3), error = function(e) {e}) + stopifnot(identical(class(x), c("simpleError", "error", "condition"))) + stopifnot(identical(x$message, "Only first and second derivatives are supported")) + + x <- tryCatch(bsplineD(xvec, order = 2, derivative = 2), error = function(e) {e}) + stopifnot(identical(class(x), c("simpleError", "error", "condition"))) + stopifnot(identical(x$message, "(order - 2) <= 0")) + }) > > ################################################################################ > # verify that order is an integer of at least 2 > e <- new.env() > with(e, { + xvec <- runif(n = 100, min = -1, max = 5) + bknots <- c(-1, 5) + bmat <- tryCatch(bsplines(xvec, bknots = bknots, order = 1), error = function(e) e) + bmatD1 <- tryCatch(bsplineD(xvec, bknots = bknots, order = 1, derivative = 1L), error = function(e) e) + bmatD2 <- tryCatch(bsplineD(xvec, bknots = bknots, order = 1, derivative = 2L), error = function(e) e) + + stopifnot(inherits(bmat, "simpleError")) + stopifnot(inherits(bmatD1, "simpleError")) + stopifnot(inherits(bmatD2, "simpleError")) + + stopifnot(identical(bmat$message, "order needs to be an integer value >= 2.")) + stopifnot(identical(bmatD1$message, "order needs to be an integer value >= 2.")) + stopifnot(identical(bmatD2$message, "order needs to be an integer value >= 2.")) + + bmat <- tryCatch(bsplines(xvec, bknots = bknots, order = 1.9), error = function(e) e) + stopifnot(inherits(bmat, "simpleError")) + stopifnot(identical(bmat$message, "order needs to be an integer value >= 2.")) + + bmat <- tryCatch(bsplines(xvec, bknots = bknots, order = 2.9), error = function(e) e) + stopifnot(inherits(bmat, "cpr_bs")) + stopifnot(identical(attr(bmat, "order"), 2)) + + }) > > ################################################################################ > # attributes of bsplineD > e <- new.env() > with(e, { + xvec <- runif(n = 100, min = -1, max = 5) + iknots <- c(-0.8, 0.2, 2.3, 2.5) + bknots <- c(-1.2, 5.2) + + bmatD1 <- tryCatch(bsplineD(xvec, iknots = iknots, bknots = bknots, derivative = 1L), error = function(e) e) + bmatD2 <- tryCatch(bsplineD(xvec, iknots = iknots, bknots = bknots, derivative = 2L), error = function(e) e) + + stopifnot(inherits(bmatD1, "cpr_bsD1")) + stopifnot(inherits(bmatD2, "cpr_bsD2")) + + stopifnot(identical( + names(attributes(bmatD1)) + , + c("dim", "order", "df", "iknots", "bknots", "xi", "xi_star", "derivative", "class") + ) + ) + + stopifnot(identical( + names(attributes(bmatD2)) + , + c("dim", "order", "df", "iknots", "bknots", "xi", "xi_star", "derivative", "class") + ) + ) + + stopifnot(identical(attr(bmatD1, "dim"), c(100L, 8L))) + stopifnot(identical(attr(bmatD2, "dim"), c(100L, 8L))) + + stopifnot(identical(attr(bmatD1, "order"), 4)) + stopifnot(identical(attr(bmatD2, "order"), 4)) + + stopifnot(identical(attr(bmatD1, "df"), 4 + length(iknots))) + stopifnot(identical(attr(bmatD2, "df"), 4 + length(iknots))) + + stopifnot(identical(attr(bmatD1, "iknots"), iknots)) + stopifnot(identical(attr(bmatD2, "iknots"), iknots)) + + stopifnot(identical(attr(bmatD1, "bknots"), bknots)) + stopifnot(identical(attr(bmatD2, "bknots"), bknots)) + + stopifnot(identical(attr(bmatD1, "xi"), sort(c(rep(bknots, 4), iknots)))) + stopifnot(identical(attr(bmatD2, "xi"), sort(c(rep(bknots, 4), iknots)))) + + stopifnot(identical(attr(bmatD1, "derivative"), 1L)) + stopifnot(identical(attr(bmatD2, "derivative"), 2L)) + + }) > > ################################################################################ > ## End of File ## > ################################################################################ > > proc.time() user system elapsed 0.25 0.10 0.34