Package: birtRcpp Type: Package Title: BIvariate Response Time Modeling with 'Rcpp' Version: 0.3.0 Authors@R: person("Jie-Wen", "Tsai", role = c("aut", "cre"), email = "tsai.jiewen@gmail.com") Description: Item response and response time models fitted from their full conditionals. A built-in model is chosen with ecm(data, model = ...) or gibbs(data, model = ...): the two-parameter logistic model, alone or with log-normal response times (van der Linden, 2007, ), latent regressions of ability and speed, cross-relations between ability and the log response times, and their quantile (asymmetric Laplace) versions. The main estimator is ECM (ecm(); Meng and Rubin, 1993, ): one conditional maximization per block of parameters, Polya-Gamma bounds for logistic likelihoods (Polson, Scott and Windle, 2013, ), adaptive or Bock-Aitkin quadrature (Bock and Aitkin, 1981, ) with normal-linear latent variables integrated exactly, and Louis' standard errors; quantile models maximize the asymmetric Laplace working likelihood, with sandwich standard errors. The same steps drive Gibbs sampling (gibbs(); conjugate updates and Metropolis-adjusted Langevin steps), with samplers in C++ ('RcppArmadillo') that port the 'Julia' package 'ExtendedRtIrtModeling.jl' (its function names are kept as aliases). Both estimators have a check: check_ecm(), and check_sampler() with the Geweke (2004, ) test and simulation-based calibration. equations() and algorithm() write out the model and every step, before or after fitting. License: GPL-3 URL: https://github.com/jiewenTsai/birtRcpp, https://github.com/jiewenTsai/birtExamples BugReports: https://github.com/jiewenTsai/birtRcpp/issues Encoding: UTF-8 Depends: R (>= 4.1.0) Imports: Rcpp (>= 1.0.10), coda, dplyr, purrr, stats, statmod, tibble, utils, graphics, grDevices LinkingTo: Rcpp, RcppArmadillo Suggests: testthat (>= 3.1.7), withr, knitr, rmarkdown, loo, strucchange, sandwich, posterior, LNIRT VignetteBuilder: knitr Config/testthat/edition: 3 Roxygen: list(markdown = TRUE) RoxygenNote: 7.3.2 Repository: https://jiewentsai.r-universe.dev Date/Publication: 2026-10-29 10:35:20 UTC RemoteUrl: https://github.com/jiewenTsai/birtRcpp RemoteRef: HEAD RemoteSha: fa2e3dc270d1bc47d98979efcbfcb071f010918a NeedsCompilation: yes Packaged: 2026-10-31 18:57:10 UTC; root Author: Jie-Wen Tsai [aut, cre] Maintainer: Jie-Wen Tsai