Tidy Clean-Room Psychological Network Modeling

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Documentation for package ‘psychnets’ version 0.4.3

• DESCRIPTION file
• User guides, package vignettes and other documentation
• Package NEWS
• Package README

Help Pages

$.psychnet	Back-compatible field access for a psychnet object
as.data.frame.psychnet	Tidy edge list for a psychnet network
as.data.frame.psychnet_bootstrap	Tidy a network bootstrap
as.data.frame.psychnet_group	Per-group psychometric networks
as.data.frame.psychnet_multilevel	Within / between event-data networks
as.data.frame.psychnet_result_group	Per-group framework results
casedrop_reliability	Edge-weight stability coefficient (case-dropping subset bootstrap)
certificate	Correctness certificate of a fitted network
condition	Condition a moderated network at a moderator value
cor_auto	Automatic correlation matrix (polychoric / polyserial / Pearson)
cor_network	Correlation network
dichotomize	Dichotomize numeric columns to 0/1
difference_test	Bootstrapped difference test for edges or centralities
ebic_glasso	EBIC-regularized Gaussian graphical model (graphical lasso)
event_frequencies	Action frequencies from an event log
ggm_modselect	Stepwise Gaussian graphical model selection (ggmModSelect)
ggm_support_kkt	Constrained Gaussian-MRF (graph-restricted MLE) stationarity residual
glasso_kkt	Graphical-lasso stationarity (KKT) residual
glm_lasso_kkt	Stationarity (KKT) residual of an L1-penalized GLM fit
huge_network	Nonparanormal graphical model (huge)
ising_fit	Ising network for binary data
ising_sampler	Unregularized Ising network for binary data
lmg_certificate	Relative-importance (LMG / Shapley) certificate
logo_network	Local-Global sparse inverse covariance (LoGo)
mgm_fit	Mixed graphical model
network_reliability	Split-half reliability of the network edge structure
net_aggregate	Aggregate a network's communities into super-nodes
net_boot	Bootstrap a psychometric network
net_bridge	Bridge centrality
net_centralities	Node centrality
net_clustering	Weighted clustering coefficients
net_compare	Network Comparison Test
net_crosswalk	Argument crosswalk: psychnet as a substitute for qgraph / IsingFit / mgm
net_edge_betweenness	Edge betweenness centrality
net_predict	Node predictability
net_smallworld	Small-world index
net_stability	Centrality-stability coefficient (case-dropping subset bootstrap)
node_predictability	Node predictability as a plotting vector
pcor_network	Partial correlation network
plot.psychnet	Plot a psychnet network
plot.psychnet_bootstrap	Plot a network bootstrap
plot.psychnet_bridge	Plot bridge centrality
plot.psychnet_casedrop	Plot edge-weight case-dropping stability
plot.psychnet_centrality	Plot node centralities
plot.psychnet_difference	Plot a bootstrapped difference test
plot.psychnet_nct	Plot a Network Comparison Test
plot.psychnet_reliability	Plot split-half reliability
plot.psychnet_stability	Plot centrality stability (case-dropping)
print.psychnet	Print a psychnet network
print.psychnet_bootstrap	Print a network bootstrap
print.psychnet_casedrop	Print an edge-weight stability result
print.psychnet_group	Per-group psychometric networks
print.psychnet_moderated	Print a moderated MGM fit
print.psychnet_multilevel	Within / between event-data networks
print.psychnet_nct	Print a Network Comparison Test
print.psychnet_redundancy	Print a redundancy result
print.psychnet_reliability	Print a split-half reliability result
print.psychnet_result_group	Per-group framework results
print.psychnet_stability	Print a centrality-stability result
psychnet	Estimate a psychometric network
psychnet_group	Per-group psychometric networks
redundancy	Detect redundant node pairs ("goldbricker")
relimp_network	Relative-importance network (LMG / Shapley)
SRL	Self-regulated-learning (MSLQ) construct scores simulated by large language models
SRL_Claude	Self-regulated-learning (MSLQ) construct scores simulated by large language models
SRL_Gemini	Self-regulated-learning (MSLQ) construct scores simulated by large language models
SRL_GPT	Self-regulated-learning (MSLQ) construct scores simulated by large language models
SRL_LLaMa	Self-regulated-learning (MSLQ) construct scores simulated by large language models
SRL_Mistral	Self-regulated-learning (MSLQ) construct scores simulated by large language models
summary.psychnet	Summarize a psychnet network
summary.psychnet_group	Per-group psychometric networks
tmfg_certificate	Structural certificate for a TMFG network
tmfg_network	Triangulated Maximally Filtered Graph (TMFG)