## ----setup, include = FALSE--------------------------------------------------- knitr::opts_chunk$set( collapse = TRUE, comment = "#>", fig.width = 7, fig.height = 5 ) ## ----data--------------------------------------------------------------------- library(Nestimate) data(srl_strategies) head(srl_strategies) ## ----cor---------------------------------------------------------------------- net_cor <- build_network(srl_strategies, method = "cor") net_cor ## ----pcor--------------------------------------------------------------------- net_pcor <- build_network(srl_strategies, method = "pcor") net_pcor ## ----glasso------------------------------------------------------------------- net_glasso <- build_network(srl_strategies, method = "glasso", params = list(gamma = 0.5)) net_glasso ## ----predictability----------------------------------------------------------- pred <- predictability(net_glasso) round(pred, 3) ## ----bootstrap---------------------------------------------------------------- boot <- boot_glasso(net_glasso, iter = 100, centrality = c("strength", "expected_influence"), seed = 42) ## ----boot-edges--------------------------------------------------------------- summary(boot, type = "edges") ## ----boot-stability----------------------------------------------------------- summary(boot, type = "centrality")