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2013 Apr 20
0
Calculate confidence intervals in mgcv for unconditional on the, smoothing parameters
...sterior for ß and calculate the critical value ### cov_beta_diff <- vcov(gam_fit) basis_matrix <- model.matrix(gam_fit) reml_sigma_squared <- gam.vcomp(gam_fit) sigma_2_epsilon <- reml_sigma_squared[2,1]^2 smooth_matrix <- basis_matrix%*%vcov(gam_fit,dispersion=1)%*%t(basis_matrix) stdv_f_x <- sqrt(diag(sigma_2_epsilon * smooth_matrix)) set.seed(123) R_sim <- 100000 mean_val <- rep(0, nrow(cov_beta_diff)) coef_diff <- mvrnorm(n = R_sim, mu = mean_val , Sigma = cov_beta_diff) Xp <- predict(gam_fit, type = "lpmatrix") sim_bet <- Xp %*% t(coef_diff) abs_ratio...