Package: matrixCorr 0.12.2
matrixCorr: Collection of Correlation, Agreement, and Reliability Estimators
Compute correlation, association, agreement, and reliability measures for small to high-dimensional datasets through a consistent matrix-oriented interface. Supports classical correlations (Pearson, Spearman, Kendall, Chatterjee's rank correlation), distance correlation, partial correlation with regularised estimators, shrinkage correlation for p >= n settings, robust correlations including biweight mid-correlation, percentage-bend, Winsorized, and skipped correlation, latent-variable methods for binary and ordinal data, pairwise and overall intraclass correlation for wide data, repeated-measures correlation, and agreement/reliability analyses based on Cohen's kappa, weighted kappa, multi-rater kappa, Gwet's AC1/AC2, Krippendorff's alpha, Bland-Altman methods, Lin's concordance correlation coefficient, Poisson GLMM concordance for count data, and repeated-measures intraclass/concordance correlation. Implemented with optimized C++ backends using BLAS/OpenMP and memory-aware symmetric updates, and returns standard R objects with print/summary/plot methods plus optional Shiny viewers for matrix inspection. Methods based on Ledoit and Wolf (2004) <doi:10.1016/S0047-259X(03)00096-4>; high-dimensional shrinkage covariance estimation <doi:10.2202/1544-6115.1175>; Lin (1989) <doi:10.2307/2532051>; Wilcox (1994) <doi:10.1007/BF02294395>; Wilcox (2004) <doi:10.1080/0266476032000148821>; Hayes and Krippendorff (2007) <doi:10.1080/19312450709336664>; weighted repeated-measures correlation by Kondo et al. (2025) <doi:10.1002/sim.70046>.
Authors:
matrixCorr_0.12.2.tar.gz
matrixCorr_0.12.2.tar.gz(r-4.7-arm64)matrixCorr_0.12.2.tar.gz(r-4.7-x86_64)matrixCorr_0.12.2.tar.gz(r-4.6-arm64)matrixCorr_0.12.2.tar.gz(r-4.6-x86_64)
matrixCorr_0.12.2.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
matrixCorr/json (API)
| # Install 'matrixCorr' in R: |
| install.packages('matrixCorr', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/prof-thiagooliveira/matrixcorr/issues
Last updated from:243d9cc7ff. Checks:6 OK. Indexed: no.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-arm64 | OK | 424 | ||
| linux-devel-x86_64 | OK | 479 | ||
| source / vignettes | OK | 536 | ||
| linux-release-arm64 | OK | 433 | ||
| linux-release-x86_64 | OK | 429 | ||
| wasm-release | OK | 256 |
Exports:baba_rmbicorbiserialbiweight_mid_corrbland_altmanbland_altman_repeatedcccccc_glmmccc_lmm_remlccc_pairwise_u_statccc_rm_remlccc_rm_ustatciciacia_rmcohen_kappadcordiag.bicordistance_correstimategwet_achsiciccicc_rm_remlkendall_taukrippendorff_alphamultirater_kappapartial_correlationpbcorpcorrpearson_corrpolychoricpolyserialprob_agreermcorrrmcorr_weightedrobust_dcorschafer_corrshrinkage_corrskipped_corrskipped_corr_masksspearman_rhotetrachorictidyview_corr_shinyview_rmcorr_shinyweighted_kappawincorxi_corr
Dependencies:clicpp11farvergenericsggplot2gluegtableisobandlabelinglatticelifecycleMatrixR6RColorBrewerRcppRcppArmadillorlangS7scalesvctrsviridisLitewithr
Introduction to matrixCorr
Rendered fromv01-matrixCorr-introduction.Rmdusingknitr::rmarkdownon May 31 2026.Last update: 2026-05-31
Started: 2026-04-18
Wide Correlation Workflows
Rendered fromv02-wide-correlation-workflows.Rmdusingknitr::rmarkdownon May 31 2026.Last update: 2026-05-31
Started: 2026-04-18
Robust and High-Dimensional Correlation
Rendered fromv03-robust-and-highdim-correlation.Rmdusingknitr::rmarkdownon May 31 2026.Last update: 2026-05-31
Started: 2026-04-18
Latent and Mixed-Scale Correlation
Rendered fromv04-latent-and-mixed-scale-correlation.Rmdusingknitr::rmarkdownon May 31 2026.Last update: 2026-05-31
Started: 2026-04-18
Agreement and ICC for Wide Data
Rendered fromv05-agreement-and-icc-wide.Rmdusingknitr::rmarkdownon May 31 2026.Last update: 2026-05-31
Started: 2026-04-18
Repeated-Measures Workflows
Rendered fromv06-repeated-measures-workflows.Rmdusingknitr::rmarkdownon May 31 2026.Last update: 2026-05-31
Started: 2026-04-18
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Summary Accessor for Correlation Summaries | [[.summary.corr_result |
| Summary Accessor for Correlation Summaries | $.summary.corr_result |
| Edge-list data-frame view | as.data.frame.corr_edge_list |
| Bland-Altman statistics with confidence intervals | ba plot.ba plot.ba_matrix print.ba print.ba_matrix print.summary.ba print.summary.ba_matrix summary.ba summary.ba_matrix |
| Bland-Altman for repeated measurements | ba_rm plot.ba_repeated plot.ba_repeated_matrix print.ba_repeated print.ba_repeated_matrix |
| Biweight mid-correlation (bicor) | bicor diag.bicor plot.bicor print.bicor print.summary.bicor summary.bicor |
| Biserial Correlation Between Continuous and Binary Variables | biserial plot.biserial_corr print.biserial_corr print.summary.biserial_corr summary.biserial_corr |
| Pairwise Lin's concordance correlation coefficient | ccc plot.ccc print.ccc print.summary.ccc summary.ccc |
| Poisson GLMM concordance correlation for count agreement | ccc_glmm |
| Concordance Correlation via REML (Linear Mixed-Effects Model) | ccc_rm_reml |
| Repeated-Measures Lin's Concordance Correlation Coefficient (CCC) | ccc_rm_ustat |
| Coefficient of Individual Agreement | cia plot.cia print.cia print.cia_ci print.summary.cia summary.cia |
| Repeated-Measures Coefficient of Individual Agreement | cia_rm plot.cia_rm print.cia_rm print.summary.cia_rm summary.cia_rm |
| Pairwise Cohen's Kappa for Nominal Ratings | cohen_kappa plot.cohen_kappa print.cohen_kappa print.summary.cohen_kappa summary.cohen_kappa |
| Pairwise Distance Correlation (dCor) | dcor plot.dcor print.dcor print.summary.dcor summary.dcor |
| Deprecated Compatibility Wrappers | biweight_mid_corr bland_altman bland_altman_repeated ccc_lmm_reml ccc_pairwise_u_stat deprecated-matrixCorr distance_corr partial_correlation |
| Access MatrixCorr Estimates, Confidence Intervals, and Tidy Results | ci ci.ba ci.ba_matrix ci.ba_repeated ci.ba_repeated_matrix ci.ccc ci.ccc_ci ci.ccc_glmm ci.cia ci.cia_ci ci.cia_rm ci.cohen_kappa ci.corr_result ci.default ci.gwet_ac ci.icc ci.icc_overall ci.icc_rm_reml ci.krippendorff_alpha ci.multirater_kappa ci.partial_corr ci.prob_agree ci.rmcorr ci.rmcorr_matrix ci.weighted_kappa coef.ccc_glmm coef.corr_result confint.ba confint.ba_matrix confint.ba_repeated confint.ba_repeated_matrix confint.ccc confint.ccc_ci confint.ccc_glmm confint.chatterjee_xi_scalar confint.cia confint.cia_ci confint.cia_rm confint.cohen_kappa confint.corr_result confint.gwet_ac confint.icc confint.icc_overall confint.icc_rm_reml confint.krippendorff_alpha confint.multirater_kappa confint.partial_corr confint.prob_agree confint.rmcorr confint.rmcorr_matrix confint.summary.corr_result confint.summary.matrixCorr confint.weighted_kappa estimate estimate.ba estimate.ba_matrix estimate.ba_repeated estimate.ba_repeated_matrix estimate.ccc_glmm estimate.corr_result estimate.default estimate.partial_corr estimate.summary.corr_result estimate.summary.matrixCorr tidy tidy.ba tidy.ba_matrix tidy.ba_repeated tidy.ba_repeated_matrix tidy.corr_result tidy.default tidy.partial_corr tidy.summary.corr_result tidy.summary.matrixCorr |
| Gwet's AC1 and AC2 Agreement Coefficients | gwet_ac plot.gwet_ac print.gwet_ac print.summary.gwet_ac summary.gwet_ac |
| Pairwise Hilbert-Schmidt Independence Criterion | hsic plot.hsic print.hsic print.summary.hsic summary.hsic |
| Intraclass Correlation for Wide Data | icc print.icc print.icc_overall print.summary.icc print.summary.icc_overall summary.icc summary.icc_overall |
| Repeated-Measures Intraclass Correlation via REML | icc_rm_reml print.icc_rm_reml print.summary.icc_rm_reml summary.icc_rm_reml |
| Pairwise (or Two-Vector) Kendall's Tau Rank Correlation | kendall_tau plot.kendall_matrix print.kendall_matrix print.summary.kendall_matrix summary.kendall_matrix |
| Krippendorff's Alpha Reliability Coefficient | krippendorff_alpha plot.krippendorff_alpha print.krippendorff_alpha print.summary.krippendorff_alpha summary.krippendorff_alpha |
| Multi-Rater Kappa for Nominal Ratings | multirater_kappa plot.multirater_kappa print.multirater_kappa print.summary.multirater_kappa summary.multirater_kappa |
| Percentage bend correlation | pbcor plot.pbcor print.pbcor print.summary.pbcor summary.pbcor |
| Partial correlation matrix (sample / ridge / OAS / graphical lasso) | pcorr plot.partial_corr print.partial_corr print.summary.partial_corr summary.partial_corr |
| Pairwise Pearson correlation | pearson_corr plot.pearson_corr print.pearson_corr print.summary.pearson_corr summary.pearson_corr |
| S3 Plot for Edge-List Correlation Results | plot.corr_edge_list |
| S3 Plot for Dense Correlation Results | plot.corr_matrix |
| S3 Plot for Sparse Correlation Results | plot.corr_sparse |
| Plot probability-of-agreement results | plot.prob_agree |
| Pairwise Polychoric Correlation | plot.polychoric_corr polychoric print.polychoric_corr print.summary.polychoric_corr summary.polychoric_corr |
| Polyserial Correlation Between Continuous and Ordinal Variables | plot.polyserial_corr polyserial print.polyserial_corr print.summary.polyserial_corr summary.polyserial_corr |
| S3 print for legacy class 'ccc_ci' | print.ccc_ci |
| Print Edge-List Correlation Results | print.corr_edge_list |
| Print method for matrixCorr CCC objects | print.matrixCorr_ccc |
| Print method for matrixCorr CCC objects with CIs | print.matrixCorr_ccc_ci |
| Methods for Pairwise rmcorr Objects | plot.rmcorr print.rmcorr print.summary.rmcorr summary.rmcorr |
| Methods for rmcorr Matrix Objects | plot.rmcorr_matrix print.rmcorr_matrix print.summary.rmcorr_matrix summary.rmcorr_matrix |
| Print Standardized Correlation Summaries | print.summary.corr_result |
| Summary Method for Latent Correlation Matrices | print.summary.latent_corr |
| Summary Method for Correlation Matrices | print.summary.matrixCorr |
| Probability of Agreement for Reliability Curves | prob_agree |
| Repeated-Measures Correlation (rmcorr) | rmcorr rmcorr_weighted |
| Robust Distance Correlation | plot.robust_dcor print.robust_dcor robust_dcor summary.robust_dcor |
| Shrinkage Correlation | plot.schafer_corr plot.shrinkage_corr print.schafer_corr print.shrinkage_corr schafer_corr shrinkage_corr summary.schafer_corr summary.shrinkage_corr |
| Pairwise skipped correlation | plot.skipped_corr print.skipped_corr print.summary.skipped_corr skipped_corr skipped_corr_masks summary.skipped_corr |
| Pairwise Spearman's rank correlation | plot.spearman_rho print.spearman_rho print.summary.spearman_rho spearman_rho summary.spearman_rho |
| Summary Method for 'ccc_rm_reml' Objects | print.summary.ccc_rm_reml summary.ccc_rm_reml |
| S3 Summary for Edge-List Correlation Results | summary.corr_edge_list |
| S3 Summary for Dense Correlation Results | summary.corr_matrix |
| S3 Summary for Sparse Correlation Results | summary.corr_sparse |
| Pairwise Tetrachoric Correlation | plot.tetrachoric_corr print.summary.tetrachoric_corr print.tetrachoric_corr summary.tetrachoric_corr tetrachoric |
| Interactive Shiny viewer for matrixCorr objects | view_corr_shiny |
| Interactive Shiny Viewer for Repeated-Measures Correlation | view_rmcorr_shiny |
| Pairwise Weighted Cohen's Kappa for Ordered Ratings | print.weighted_kappa weighted_kappa |
| Pairwise Winsorized correlation | plot.wincor print.summary.wincor print.wincor summary.wincor wincor |
| Pairwise Chatterjee Rank Correlation | print.chatterjee_xi print.chatterjee_xi_scalar print.summary.chatterjee_xi_scalar summary.chatterjee_xi_scalar xi_corr |
