Package: multid Title: Multivariate Difference Between Two Groups Version: 1.0.2.9000 Authors@R: person(given = "Ville-Juhani", family = "Ilmarinen", role = c("aut", "cre"), email = "vj.ilmarinen@gmail.com", comment = c(ORCID = "0000-0001-9493-379X")) Description: Estimation of multivariate differences between two groups (e.g., multivariate sex differences) with regularized regression methods and predictive approach. See Ilmarinen et al. (2023) . Deconstructing difference score correlations (e.g., gender-equality paradox), see Ilmarinen & Lönnqvist (2024) . Includes also tools that help in understanding difference score reliability, conditional intra-class correlations, tail-dependency, and heterogeneity of variance estimates. Package development was supported by the Academy of Finland research grant 338891. License: GPL-3 Encoding: UTF-8 BugReports: https://github.com/vjilmari/multid/issues LazyData: true Roxygen: list(markdown = TRUE) Imports: dplyr (>= 1.0.7), glmnet (>= 4.1.2), stats (>= 4.0.2), pROC (>= 1.18.0), lavaan (>= 0.6.9), emmeans (>= 1.6.3), lme4 (>= 1.1.27.1), quantreg (>= 5.88), lmerTest (>= 3.1.3), ggpubr (>= 0.6.0), ggplot2 (>= 3.4.4), rlang (>= 1.1.6) Suggests: knitr (>= 1.39), rmarkdown (>= 2.14), overlapping (>= 1.7), rio (>= 0.5.29) VignetteBuilder: knitr Depends: R (>= 3.5) Config/roxygen2/version: 8.1.0 Config/pak/sysreqs: cmake make libicu-dev Repository: https://vjilmari.r-universe.dev Date/Publication: 2026-10-01 10:19:28 UTC RemoteUrl: https://github.com/vjilmari/multid RemoteRef: HEAD RemoteSha: e5233b8bdaf246af0f190d6f715df547f1fca4e8 NeedsCompilation: no Packaged: 2026-10-01 13:38:48 UTC; root Author: Ville-Juhani Ilmarinen [aut, cre] (ORCID: ) Maintainer: Ville-Juhani Ilmarinen