Man pages for Nestimate
Network Estimation, Bootstrap, and Higher-Order Analysis

action_to_onehotConvert Action Column to One-Hot Encoding
association_rulesDiscover Association Rules from Sequential or Transaction...
as_tnaConvert cluster_summary to tna Objects
betti_numbersBetti Numbers
boot_glassoBootstrap for Regularized Partial Correlation Networks
bootstrap_networkBootstrap a Network Estimate
build_atnaBuild an Attention-Weighted Transition Network (ATNA)
build_clustersCluster Sequences by Dissimilarity
build_cnaBuild a Co-occurrence Network (CNA)
build_corBuild a Correlation Network
build_ftnaBuild a Frequency Transition Network (FTNA)
build_gimmeGIMME: Group Iterative Multiple Model Estimation
build_glassoBuild a Graphical Lasso Network (EBICglasso)
build_honBuild a Higher-Order Network (HON)
build_honemBuild HONEM Embeddings for Higher-Order Networks
build_hypaDetect Path Anomalies via HYPA
build_isingBuild an Ising Network
build_mcmlBuild MCML from Raw Transition Data
build_mlvarBuild a Multilevel Vector Autoregression (mlVAR) network
build_mmmFit a Mixed Markov Model
build_mogenBuild Multi-Order Generative Model (MOGen)
build_networkBuild a Network
build_pcorBuild a Partial Correlation Network
build_simplicialBuild a Simplicial Complex
build_tnaBuild a Transition Network (TNA)
centrality_stabilityCentrality Stability Coefficient (CS-coefficient)
chatgpt_srlChatGPT Self-Regulated Learning Scale Scores
check_val_in_rangeCheck Value in Range
cluster_mmmCluster sequences using Mixed Markov Models
cluster_networkCluster data and build per-cluster networks in one step
cluster_summaryCluster Summary Statistics
coefsTidy coefficients from a fitted mlvar model
compare_mmmCompare MMM fits across different k
convert_sequence_formatConvert Sequence Data to Different Formats
cooccurrenceBuild a Co-occurrence Network
data_conversionData Format Conversion Functions
distribution_plotState Distribution Plot Over Time
dot-auto_detect_clustersAuto-detect clusters from netobject
dot-build_cluster_lookupBuild node-to-cluster lookup from cluster specification
dot-build_from_transitionsBuild cluster_summary from transition vectors
dot-build_mcml_edgelistBuild MCML from edge list data.frame
dot-build_mcml_sequenceBuild MCML from sequence data.frame
dot-detect_mcml_inputDetect input type for build_mcml
dot-process_weightsProcess weights based on type
estimate_networkEstimate a Network (Deprecated)
euler_characteristicEuler Characteristic
evaluate_linksEvaluate Link Predictions Against Known Edges
extract_edgesExtract Edge List with Weights
extract_initial_probsExtract Initial Probabilities from Model
extractionModel Extraction Functions
extract_transition_matrixExtract Transition Matrix from Model
frequenciesSequence Data Conversion Functions
get_estimatorRetrieve a Registered Estimator
group_regulation_longGroup Regulation in Collaborative Learning (Long Format)
learning_activitiesOnline Learning Activity Indicators
list_estimatorsList All Registered Estimators
long-dataHuman-AI Vibe Coding Interaction Data (Long Format)
long_to_wideConvert Long Format to Wide Sequences
markov_stabilityMarkov Stability Analysis
mogen_transitionsExtract Transition Table from a MOGen Model
nctNetwork Comparison Test
Nestimate-packageNestimate: Network Estimation, Bootstrap, and Higher-Order...
net_aggregate_weightsAggregate Edge Weights
net_centralityCompute Centrality Measures for a Network
network_reliabilitySplit-Half Reliability for Network Estimates
passage_timeMean First Passage Times
path_countsCount Path Frequencies in Trajectory Data
pathwaysExtract Pathways from Higher-Order Network Objects
permutationPermutation Test for Network Comparison
persistent_homologyPersistent Homology
plot.boot_glassoPlot Method for boot_glasso
plot.mcmlPlot Method for mcml
plot.mmm_comparePlot Method for mmm_compare
plot.net_association_rulesPlot Method for net_association_rules
plot.net_clusteringPlot Sequence Clustering Results
plot.net_gimmePlot Method for net_gimme
plot.net_honemPlot Method for net_honem
plot.net_link_predictionPlot Method for net_link_prediction
plot.net_mmmPlot Method for net_mmm
plot.net_mogenPlot Method for net_mogen
plot.net_reliabilityPlot Method for net_reliability
plot.net_sequence_comparisonPlot Method for net_sequence_comparison
plot.net_stabilityPlot Method for net_stability
plot.persistent_homologyPlot Persistent Homology
plot.q_analysisPlot Q-Analysis
plot.simplicial_complexPlot a Simplicial Complex
predictabilityCompute Node Predictability
predict_linksPredict Missing or Future Links in a Network
preparePrepare Event Log Data for Network Estimation
prepare_for_tnaPrepare Data for TNA Analysis
prepare_onehotImport One-Hot Encoded Data into Sequence Format
print.boot_glassoPrint Method for boot_glasso
print.mcmlPrint Method for mcml
print.mmm_comparePrint Method for mmm_compare
print.nestimate_dataPrint Method for nestimate_data
print.net_association_rulesPrint Method for net_association_rules
print.net_bootstrapPrint Method for net_bootstrap
print.net_bootstrap_groupPrint Method for net_bootstrap_group
print.net_clusteringPrint Method for net_clustering
print.net_gimmePrint Method for net_gimme
print.net_honPrint Method for net_hon
print.net_honemPrint Method for net_honem
print.net_hypaPrint Method for net_hypa
print.net_link_predictionPrint Method for net_link_prediction
print.net_mlvarPrint method for net_mlvar
print.net_mmmPrint Method for net_mmm
print.net_mogenPrint Method for net_mogen
print.net_nctPrint Method for net_nct
print.netobjectPrint Method for Network Object
print.netobject_groupPrint Method for Group Network Object
print.netobject_mlPrint Method for Multilevel Network Object
print.net_permutationPrint Method for net_permutation
print.net_permutation_groupPrint Method for net_permutation_group
print.net_reliabilityPrint Method for net_reliability
print.net_sequence_comparisonPrint Method for net_sequence_comparison
print.net_stabilityPrint Method for net_stability
print.persistent_homologyPrint persistent homology results
print.q_analysisPrint Q-analysis results
print.simplicial_complexPrint a simplicial complex
print.wtna_boot_mixedPrint Method for wtna_boot_mixed
print.wtna_mixedPrint Method for wtna_mixed
q_analysisQ-Analysis
register_estimatorRegister a Network Estimator
remove_estimatorRemove a Registered Estimator
safe_meanSafe Mean
safe_medianSafe Median
safe_sdSafe Standard Deviation
sequence_compareCompare Subsequence Patterns Between Groups
sequence_plotSequence Plot (heatmap, index, or distribution)
simplicial_degreeSimplicial Degree
srl_strategiesSelf-Regulated Learning Strategy Frequencies
state_frequenciesCompute State Frequencies from Trajectory Data
summary.boot_glassoSummary Method for boot_glasso
summary.mcmlSummary Method for mcml
summary.net_association_rulesSummary Method for net_association_rules
summary.net_bootstrapSummary Method for net_bootstrap
summary.net_bootstrap_groupSummary Method for net_bootstrap_group
summary.net_clusteringSummary Method for net_clustering
summary.net_gimmeSummary Method for net_gimme
summary.net_honSummary Method for net_hon
summary.net_honemSummary Method for net_honem
summary.net_hypaSummary Method for net_hypa
summary.net_link_predictionSummary Method for net_link_prediction
summary.net_mlvarSummary method for net_mlvar
summary.net_mmmSummary Method for net_mmm
summary.net_mogenSummary Method for net_mogen
summary.net_permutationSummary Method for net_permutation
summary.net_permutation_groupSummary Method for net_permutation_group
summary.net_sequence_comparisonSummary Method for net_sequence_comparison
summary.net_stabilitySummary Method for net_stability
summary.wtna_boot_mixedSummary Method for wtna_boot_mixed
trajectoriesStudent Engagement Trajectories
utilsInternal Helper Functions for Nestimate
verify_simplicialVerify Simplicial Complex Against igraph
wide_to_longConvert Wide Sequences to Long Format
wtnaWindow-based Transition Network Analysis
Nestimate documentation built on April 20, 2026, 5:06 p.m.