## ----include = FALSE---------------------------------------------------------- knitr::opts_chunk$set( collapse = TRUE, comment = "#>" ) ## ----setup-------------------------------------------------------------------- library(remstats) ## ----------------------------------------------------------------------------- # Load data data(history) data(info) # Set weights to 1 (no event weighting) history$weight <- 1 # Define effects effects <- ~ 1 + send("extraversion", info) + inertia() # Prepare event history reh <- remify::remify(edgelist = history, model = "tie") # Compute statistics stats <- remstats(reh = reh, tie_effects = effects) # Estimate model parameters (requires remstimate) # fit <- remstimate::remstimate(reh = reh, stats = stats, method = "MLE") ## ----------------------------------------------------------------------------- head(history) ## ----------------------------------------------------------------------------- head(info) ## ----------------------------------------------------------------------------- history$weight <- 1 reh <- remify::remify(edgelist = history, model = "tie") ## ----------------------------------------------------------------------------- effects <- ~ inertia(scaling = "std") out <- remstats(tie_effects = effects, reh = reh) ## ----------------------------------------------------------------------------- dim(out) ## ----------------------------------------------------------------------------- out ## ----------------------------------------------------------------------------- head(attr(out, "riskset")) ## ----------------------------------------------------------------------------- effects <- ~ inertia(scaling = "std") + send("extraversion", info) + inertia(scaling = "std"):send("extraversion", info) out <- remstats(tie_effects = effects, reh = reh) out ## ----------------------------------------------------------------------------- # Full memory (default) out_full <- remstats( tie_effects = ~ inertia(), reh = reh, memory = "full" ) # Window memory: only events within the last 500 time units out_window <- remstats( tie_effects = ~ inertia(), reh = reh, memory = "window", memory_value = 500 ) # Decay memory: exponential decay with half-life 200 out_decay <- remstats( tie_effects = ~ inertia(), reh = reh, memory = "decay", memory_value = 200 ) ## ----------------------------------------------------------------------------- reh_typed <- remify::remify( edgelist = history, model = "tie", event_type = "setting" ) ## ----------------------------------------------------------------------------- out_ignore <- remstats( tie_effects = ~ inertia(consider_type = "ignore"), reh = reh_typed ) dim(out_ignore) # one inertia slice plus baseline dimnames(out_ignore)[[3]] ## ----------------------------------------------------------------------------- out_separate <- remstats( tie_effects = ~ inertia(consider_type = "separate"), reh = reh_typed ) dim(out_separate) # two inertia slices (one per type) plus baseline dimnames(out_separate)[[3]] ## ----------------------------------------------------------------------------- out_interact <- remstats( tie_effects = ~ inertia(consider_type = "interact"), reh = reh_typed ) dim(out_interact) dimnames(out_interact)[[3]] ## ----------------------------------------------------------------------------- reh <- remify::remify(edgelist = history, model = "tie") out_sampled <- remstats( tie_effects = ~ inertia() + send("extraversion", info), reh = reh, sampling = TRUE, samp_num = 20, seed = 42 ) ## ----------------------------------------------------------------------------- reh <- remify::remify(edgelist = history, model = "actor") ## ----------------------------------------------------------------------------- out <- remstats( sender_effects = ~ outdegreeSender(), reh = reh ) ## ----------------------------------------------------------------------------- names(out) ## ----------------------------------------------------------------------------- out ## ----------------------------------------------------------------------------- out <- remstats( sender_effects = ~ outdegreeSender(), receiver_effects = ~ inertia(), reh = reh ) ## ----------------------------------------------------------------------------- # Label columns with receiver names and rows with senders dimnames(out$receiver_stats)[[2]] <- reh$meta$dictionary$actors$actorName dimnames(out$receiver_stats)[[1]] <- reh$edgelist$actor1[-1] head(out$receiver_stats[,, "inertia"])