Package: multiRL
Version: 0.4.5
Title: Reinforcement Learning Tools for Multi-Armed Bandit
Description: A flexible general-purpose toolbox for implementing
        Rescorla-Wagner models in multi-armed bandit tasks. As the
        successor and functional extension of the 'binaryRL' package,
        'multiRL' modularizes the Markov Decision Process (MDP) into
        six core components. This framework enables users to construct
        custom models via intuitive if-else syntax and define latent
        learning rules for agents. For parameter estimation, it
        provides both likelihood-based inference (MLE and MAP) and
        simulation-based inference (ABC and RNN), with full support for
        parallel processing across subjects. The workflow is highly
        standardized, featuring four main functions that strictly
        follow the four-step protocol (and ten rules) proposed by
        Wilson & Collins (2019) <doi:10.7554/eLife.49547>. Beyond the
        three built-in models (TD, RSTD, and Utility), users can easily
        derive new variants by declaring which variables are treated as
        free parameters.
Authors@R: 
  c(
    person(
      given = "YuKi",
      role = c("aut", "cre"),
      email = "hmz1969a@gmail.com",
      comment = c(ORCID = "0009-0000-1378-1318")
    ),
    person(
      given = "Xinyu",
      role = "aut",
      email = "xinyu000328@gmail.com",
      comment = c(ORCID = "0009-0004-4974-9191")
    )
  )
Maintainer: YuKi <hmz1969a@gmail.com>
URL: https://yuki-961004.github.io/multiRL/
BugReports: https://github.com/yuki-961004/multiRL/issues
License: GPL-3
Encoding: UTF-8
LazyData: TRUE
ByteCompile: TRUE
RoxygenNote: 7.3.3
Depends: R (>= 4.1.0)
Imports: methods, utils, Rcpp, compiler, future, doFuture, foreach,
        doRNG, progressr, ggplot2, scales, grDevices
LinkingTo: Rcpp
Suggests: stats, GenSA, GA, DEoptim, pso, mlrMBO, mlr, ParamHelpers,
        smoof, lhs, DiceKriging, rgenoud, cmaes, nloptr, abc, pls,
        reticulate, keras, keras3
Repository: https://yuki-961004.r-universe.dev
Date/Publication: 2026-05-30 11:56:09 UTC
RemoteUrl: https://github.com/yuki-961004/multirl
RemoteRef: HEAD
RemoteSha: 326ab9225f276af02ccce03046713c8f8be8e09c
NeedsCompilation: yes
Packaged: 2026-07-04 13:02:21 UTC; root
Author: YuKi [aut, cre] (ORCID: <https://orcid.org/0009-0000-1378-1318>),
  Xinyu [aut] (ORCID: <https://orcid.org/0009-0004-4974-9191>)