Add scripts used to investigate issue #112

inst/check/jackknife_variance.R

@@ -0,0 +1,59 @@
+library(PLNmodels); library(mvtnorm)
+
+
+data("barents")
+n <- nrow(barents$Abundance); p <- ncol(barents$Abundance)
+fit <- PLN(Abundance ~ Latitude + Longitude + Depth + Temperature, data = barents)
+X <- model.matrix(Abundance ~ Latitude + Longitude + Depth + Temperature, data = barents)
+
+# Simulate data
+n <- 1e2
+X <- X[sample(1:nrow(X), n, replace=TRUE), ]
+B0 <- fit$model_par$B; Sigma0 <- fit$model_par$Sigma
+Y <- matrix(rpois(n*p, exp(X %*% B0 + mvtnorm::rmvnorm(n, sigma= Sigma0))), n, p)
+d <- ncol(X)
+
+# Jacknife sd estimate
+tictoc::tic()
+pln <- PLN(Y ~ -1 + X, control=PLN_param(config_post = list(jackknife=TRUE)))
+tictoc::toc()
+
+betaSdPackage <- as.vector(standard_error(pln, type='jackknife'))
+jackknife_estimates <- attr(pln$model_par$B, "estimates_jaccknife") |> purrr::map("B")
+betaJKPackage <- matrix(NA, n, p*d)
+for(i in 1:n){
+  betaJKPackage[i, ]  <- as.vector(jackknife_estimates[[i]])
+}
+
+
+# Jackknife sd estimate by hand
+tictoc::tic()
+betaJK <- matrix(NA, n, p*d)
+for(i in 1:n){
+  plnTmp <- PLN(Y[-i, ] ~ -1 + X[-i, ], control=PLN_param(trace=0))
+  betaJK[i, ]  <- as.vector(plnTmp$model_par$B)
+}
+tictoc::toc()
+betaSdByHand <- sqrt((n-1)*apply(betaJK, 2, function(x) { mean(x^2) - mean(x)^2 }))
+
+## Check that "automatic" and "manual" jackknife estimates are identical
+plot(as.vector(betaJK), as.vector(betaJKPackage),
+     ylab = "Computed from package", xlab = "Computed by hand",
+     main = "Jackknife estimates (all coefficients, all samples)")
+abline(0, 1, col = "red")
+max(abs(betaJK - betaJKPackage))
+
+# Empirical sd estimate
+B <- n
+betaEmp <- matrix(NA, B, p*d)
+for(b in 1:B){
+  if(b %% 10==0){cat(b, '')}
+  Ytmp <- matrix(rpois(n*p, exp(X %*% B0 + rmvnorm(n, sigma= Sigma0))), n, p)
+  plnTmp <- PLN(Ytmp ~ -1 + X, control=PLN_param(trace=0))
+  betaEmp[b, ]  <- as.vector(plnTmp$model_par$B)
+}
+cat("\n")
+betaSdEmpirical <- apply(betaEmp, 2, sd)
+
+# Comparison
+plot(as.data.frame(cbind(betaSdPackage, betaSdByHand, betaSdEmpirical)))