Testing Maximal Interaction in Two-Mode Clustering via a Permutation Based Procedure

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Documentation for package ‘MaxIntTools’ version 0.1.0

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MaxIntTools-package MaxIntTools: Tools for Detecting and Understanding Maximal Interaction Two-Mode Clustering
extract_Gamma_EReMI Extract Estimated Gamma Matrix for a Specific Cluster Combination
E_ReMI Two-Mode Clustering via the E_ReMI Method
Log_Likelihood_function_E_ReMI Log-Likelihood Calculation for E-ReMI Clustering
Log_Likelihood_function_REMAXINT Compute Log-Likelihood for REMAXINT method
Log_LR_Test_Statistic Compute Log-Likelihood Ratio test statistics for permutation based Extended Random Effect Maximal Interaction (E-ReMI) Two-Mode Clustering Model
MaxInt.heatmap.plot Heatmap for Visualizing Row by Column (Participant-by-Task) Clusters Interaction
MaxInteraction.plot Interaction Plot to understand the nature of row-by-column clusters interaction against the optimal choice of (P) and (Q).
MaxInt_data_analysis Permutation-Based Inference and Interaction Estimation for Maximal Interaction Two-Mode Clustering
Permutation_Function Permutation-based hypothesis testing procedure for REMAXINT and E-REMI based test statistic(s).
print.MaxInt_data_analysis Print Summary for MaxInt Data Analysis Results
Randompartition_function Generate a Random Partition Matrix of Equally sized row and column clusters. These clusters are mutually exclusive and there is no empty row and column cluster.
REMAXINT Two-Mode Clustering via the REMAXINT Method
screeplot.MaxInt_data_analysis Scree Plot for Maximal Interaction Two-Mode Clustering Results
Unequal_Randompartition_Function Generate a Random Partition Matrix of Unequally sized row clusters. Therefore, it assign higher weight or probability to first the row cluster and the remaining row clusters are evenly distributed.
Update_column_clusters Update Column Cluster Assignments in REMAXINT and E-ReMI clustering framework.
Update_G_Omega Updates Row Cluster Membership Probabilities
Update_row_clusters_E_ReMI Update Row Cluster Assignments in E-ReMI clustering framework.
Update_row_clusters_REMAXINT Update Row Cluster Assignments in REMAXINT clustering method