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Type 'q()' to quit R. > > library("mvtnorm") > set.seed(29) > > ######################################################################## > ## 3 dim example > corr <- cov2cor(crossprod(matrix(runif(9,-1,1),3,3))+diag(3)) > df <- rpois(1,3)+1 > > ## central t distribution (-Inf,upper) > ctrl <- GenzBretz(maxpts = 2500000, abseps = 0.000001, releps = 0) > upper <- rexp(3,1) > pmvt(upper=upper, corr=corr, df = df, algorithm = ctrl) [1] 0.3920567 attr(,"error") [1] 6.089669e-07 attr(,"msg") [1] "Normal Completion" > pmvt(upper=upper, corr=corr, df = df, algorithm = TVPACK()) [1] 0.3920566 attr(,"error") [1] 1e-06 attr(,"msg") [1] "Normal Completion" > > ## central t distribution (lower,Inf) > lower = -rexp(3,1) > pmvt(lower=lower, upper=rep(Inf,3), corr=corr, df = df, algorithm = ctrl) [1] 0.4634843 attr(,"error") [1] 6.46065e-07 attr(,"msg") [1] "Normal Completion" > pmvt(lower=lower, upper=rep(Inf,3), corr=corr, df = df, algorithm = TVPACK()) [1] 0.4634844 attr(,"error") [1] 1e-06 attr(,"msg") [1] "Normal Completion" > > ## non-central t (not possible for TVPACK) > delt <- rexp(3,1/10) > upper <- delt+runif(3) > ctrl <- GenzBretz(maxpts = 2500000, abseps = 0.000001, releps = 0) > pmvt(upper=upper, corr=corr, df = df, algorithm = ctrl, delta = delt) [1] 0.3235424 attr(,"error") [1] 9.86407e-07 attr(,"msg") [1] "Normal Completion" > try(pmvt(upper=upper, corr=corr, df = df, algorithm = TVPACK(), delta = delt)) Error in probval.TVPACK(algorithm, n, df, lower, upper, infin, corr, corrF, : TVPACK only possible for the central t-distribution. > > ## central mvn (-Inf, upper) > upper <- rexp(3,1) > pmvnorm(upper=upper, corr=corr, algorithm = ctrl) [1] 0.7733949 attr(,"error") [1] 6.999168e-07 attr(,"msg") [1] "Normal Completion" > pmvnorm(upper=upper, corr=corr, algorithm = TVPACK()) [1] 0.7733949 attr(,"error") [1] 1e-06 attr(,"msg") [1] "Normal Completion" > > ## central mvn (lower, Inf) > lower <- rexp(3,5) > pmvnorm(lower=lower,upper=rep(Inf, 3), corr=corr, algorithm = ctrl) [1] 0.0827153 attr(,"error") [1] 4.969585e-07 attr(,"msg") [1] "Normal Completion" > pmvnorm(lower=lower,upper=rep(Inf, 3), corr=corr, algorithm = TVPACK()) [1] 0.08271559 attr(,"error") [1] 1e-06 attr(,"msg") [1] "Normal Completion" > > ## non-central mvn > delt <- rexp(3,1/10) > upper <- delt+rexp(3,1) > pmvnorm(upper=upper, corr=corr, algorithm = ctrl, mean = delt) [1] 0.5824373 attr(,"error") [1] 9.416391e-07 attr(,"msg") [1] "Normal Completion" > try(pmvnorm(upper=upper, corr=corr, algorithm = TVPACK(), mean = delt)) [1] 0.582434 attr(,"error") [1] 1e-06 attr(,"msg") [1] "Normal Completion" > > > ######################################################################## > ## 2 dim example > corr <- cov2cor(crossprod(matrix(runif(4,-1,1),2,2))+diag(2)) > upper <- rexp(2,1) > df <- rpois(1, runif(1, 0, 20)) > > ## central t (-Inf, upper) > pmvt(upper=upper, corr=corr, df = df, algorithm = ctrl) [1] 0.8656102 attr(,"error") [1] 1e-15 attr(,"msg") [1] "Normal Completion" > pmvt(upper=upper, corr=corr, df = df, algorithm = TVPACK()) [1] 0.8656102 attr(,"error") [1] NA attr(,"msg") [1] "Normal Completion" > > ## central t (lower, Inf) > pmvt(lower=-upper, upper=rep(Inf, 2), corr=corr, df = df, algorithm = ctrl) [1] 0.8656102 attr(,"error") [1] 1e-15 attr(,"msg") [1] "Normal Completion" > pmvt(lower=-upper, upper=rep(Inf, 2), corr=corr, df = df, algorithm = TVPACK()) [1] 0.8656102 attr(,"error") [1] NA attr(,"msg") [1] "Normal Completion" > > ## non-central t > delt <- rexp(2,1/5) > upper <- delt+rexp(2,1) > pmvnorm(upper=upper, corr=corr, algorithm = ctrl, mean = delt) [1] 0.6431222 attr(,"error") [1] 1e-15 attr(,"msg") [1] "Normal Completion" > pmvnorm(upper=upper, corr=corr, algorithm = TVPACK(), mean = delt) [1] 0.6431222 attr(,"error") [1] NA attr(,"msg") [1] "Normal Completion" > > ######################################################################## > ## comparison with Miwa > ## 2d > corr <- cov2cor(crossprod(matrix(runif(4,-1,1),2,2))+diag(2)) > upper <- rexp(2, 1) > > pmvnorm(upper=upper, corr=corr, algorithm = Miwa(steps=128)) [1] 0.7331788 attr(,"error") [1] NA attr(,"msg") [1] "Normal Completion" > pmvnorm(upper=upper, corr=corr, algorithm = TVPACK()) [1] 0.7331788 attr(,"error") [1] NA attr(,"msg") [1] "Normal Completion" > > ## 3d > corr <- cov2cor(crossprod(matrix(runif(9,-1,1),3,3))+diag(3)) > upper <- rexp(3, 1) > > ctrl <- Miwa(steps=128) > pmvnorm(upper=upper, corr=corr, algorithm = ctrl) [1] 0.8981829 attr(,"error") [1] NA attr(,"msg") [1] "Normal Completion" > pmvnorm(upper=upper, corr=corr, algorithm = TVPACK()) [1] 0.8981829 attr(,"error") [1] 1e-06 attr(,"msg") [1] "Normal Completion" > > proc.time() user system elapsed 7.824 0.060 7.850