Package: RprobitB Type: Package Title: Bayesian Probit Choice Modeling Version: 1.2.0.9000 Authors@R: c( person("Lennart", "Oelschl\u00e4ger", email = "oelschlaeger.lennart@gmail.com", role = c("aut", "cre"), comment = c(ORCID = "0000-0001-5421-9313")), person("Dietmar", "Bauer", email = "dietmar.bauer@uni-bielefeld.de", role = "ctb", comment = c(ORCID = "0000-0003-2920-7032"))) Description: Bayes estimation of probit choice models in cross-sectional and panel settings. The package can analyze binary, multivariate, ordered, and ranked choices, as well as heterogeneity of choice behavior among deciders. The main functionality includes model fitting via Gibbs sampling, tools for convergence diagnostic, choice data simulation, in-sample and out-of-sample choice prediction, and model selection using information criteria and Bayes factors. The latent class model extension facilitates preference-based decider classification, where the number of latent classes can be inferred via the Dirichlet process or a weight-based updating heuristic. This allows for flexible modeling of choice behavior without the need to impose structural constraints. For a reference on the method, see Oelschlaeger and Bauer (2021) . URL: https://loelschlaeger.de/RprobitB/, https://github.com/loelschlaeger/RprobitB BugReports: https://github.com/loelschlaeger/RprobitB/issues License: GPL-3 Encoding: UTF-8 Imports: checkmate, cli, crayon, doSNOW, foreach, ggplot2, graphics, gridExtra, MASS, mixtools, oeli (>= 0.7.5), parallel, plotROC, progress, Rcpp, Rdpack, rlang, stats, utils, viridis LinkingTo: oeli (>= 0.7.5), Rcpp, RcppArmadillo, testthat Suggests: knitr, mlogit, testthat (>= 3.0.0), xml2 Depends: R (>= 4.1.0) Roxygen: list(markdown = TRUE) RoxygenNote: 7.3.2 RdMacros: Rdpack VignetteBuilder: knitr LazyData: true LazyDataCompression: xz Config/testthat/edition: 3 Config/pak/sysreqs: libcairo2-dev cmake libfontconfig1-dev libfreetype6-dev make libmagick++-dev gsfonts libicu-dev libpng-dev libuv1-dev libxml2-dev libssl-dev zlib1g-dev Repository: https://loelschlaeger.r-universe.dev Date/Publication: 2025-08-26 08:42:57 UTC RemoteUrl: https://github.com/loelschlaeger/rprobitb RemoteRef: HEAD RemoteSha: 97bceb45f6adae57470bd50803b8d5bd8f809776 NeedsCompilation: yes Packaged: 2026-07-03 05:38:02 UTC; root Author: Lennart Oelschläger [aut, cre] (ORCID: ), Dietmar Bauer [ctb] (ORCID: ) Maintainer: Lennart Oelschläger