Analyzes finite mixture models for various parametric and semiparametric settings. This includes mixtures of parametric distributions (normal, multivariate normal, multinomial, gamma), various Reliability Mixture Models (RMMs), mixtures-of-regressions settings (linear regression, logistic regression, Poisson regression, linear regression with changepoints, predictor-dependent mixing proportions, random effects regressions, hierarchical mixtures-of-experts), and tools for selecting the number of components (bootstrapping the likelihood ratio test statistic, mixturegrams, and model selection criteria). Bayesian estimation of mixtures-of-linear-regressions models is available as well as a novel data depth method for obtaining credible bands. This package is based upon work supported by the National Science Foundation under Grant No. SES-0518772 and the Chan Zuckerberg Initiative: Essential Open Source Software for Science (Grant No. 2020-255193).
Version: 2.0.0.1 Depends: R (≥ 4.0.0) Imports: kernlab, MASS, plotly, scales, segmented, stats, survival Published: 2025-03-08 DOI: 10.32614/CRAN.package.mixtools Author: Derek Young [aut, cre], Tatiana Benaglia [aut], Didier Chauveau [aut], David Hunter [aut], Kedai Cheng [aut], Ryan Elmore [ctb], Thomas Hettmansperger [ctb], Hoben Thomas [ctb], Fengjuan Xuan [ctb] Maintainer: Derek Young <derek.young at uky.edu> License: GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] URL: https://github.com/dsy109/mixtools NeedsCompilation: yes Citation: mixtools citation info Materials: NEWS In views: Cluster, Distributions CRAN checks: mixtools results Documentation: Downloads: Reverse dependencies: Reverse depends: MisRepARMA Reverse imports: AUCell, beastt, CEDA, CiteFuse, dafishr, ddpcr, DSWE, EntropyMCMC, enviGCMS, extrememix, gemini, genomicInstability, ggrasp, IMIX, INFOSET, kernplus, l1kdeconv, mcrPioda, MiRKAT, MixSemiRob, Motif2Site, opGMMassessment, plotmm, pRoloc, QuantileGH, rnaCrosslinkOO, RprobitB, rstanbdp, RTN, scapGNN, scClassify, scone, scPloidy, serocalculator, smartid, UpDown, viper, ZetaSuite, ztpln Reverse suggests: BSL, FCPS, fmx, hmde, latrend, mable, MiscMetabar, nett, plotGMM, Seurat, tna Linking:Please use the canonical form https://CRAN.R-project.org/package=mixtools to link to this page.
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