Package: rtmpt 2.0-2

rtmpt: Fitting (Exponential/Diffusion) RT-MPT Models

Fit (exponential or diffusion) response-time extended multinomial processing tree (RT-MPT) models by Klauer and Kellen (2018) <doi:10.1016/j.jmp.2017.12.003> and Klauer, Hartmann, and Meyer-Grant (submitted). The RT-MPT class not only incorporate frequencies like traditional multinomial processing tree (MPT) models, but also latencies. This enables it to estimate process completion times and encoding plus motor execution times next to the process probabilities of traditional MPTs. 'rtmpt' is a hierarchical Bayesian framework and posterior samples are sampled using a Metropolis-within-Gibbs sampler (for exponential RT-MPTs) or Hamiltonian-within-Gibbs sampler (for diffusion RT-MPTs).

Authors:Raphael Hartmann [aut, cre], Karl C. Klauer [cph, aut, ctb, ths], Constantin G. Meyer-Grant [aut, ctb], Henrik Singmann [ctb, aut], Jean Marie Linhart [ctb], Frederick Novomestky [ctb]

rtmpt_2.0-2.tar.gz
rtmpt_2.0-2.zip(r-4.5)rtmpt_2.0-2.zip(r-4.4)rtmpt_2.0-2.zip(r-4.3)
rtmpt_2.0-2.tgz(r-4.5-x86_64)rtmpt_2.0-2.tgz(r-4.5-arm64)rtmpt_2.0-2.tgz(r-4.4-x86_64)rtmpt_2.0-2.tgz(r-4.4-arm64)rtmpt_2.0-2.tgz(r-4.3-x86_64)rtmpt_2.0-2.tgz(r-4.3-arm64)
rtmpt_2.0-2.tar.gz(r-4.5-noble)rtmpt_2.0-2.tar.gz(r-4.4-noble)
rtmpt_2.0-2.tgz(r-4.4-emscripten)rtmpt_2.0-2.tgz(r-4.3-emscripten)
rtmpt.pdf |rtmpt.html
rtmpt/json (API)

# Install 'rtmpt' in R:
install.packages('rtmpt', repos = c('https://raphaelhartmann.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/raphaelhartmann/rtmpt/issues

Uses libs:
  • gsl– GNU Scientific Library (GSL)
  • c++– GNU Standard C++ Library v3
Datasets:
  • SimData - Data simulated from the restricted 2HTM

On CRAN:

gslcpp

4.00 score 4 scripts 534 downloads 43 exports 29 dependencies

Last updated 2 months agofrom:0636a0aa28. Checks:11 OK. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKFeb 01 2025
R-4.5-win-x86_64OKFeb 01 2025
R-4.5-mac-x86_64OKFeb 01 2025
R-4.5-mac-aarch64OKFeb 01 2025
R-4.5-linux-x86_64OKFeb 01 2025
R-4.4-win-x86_64OKFeb 01 2025
R-4.4-mac-x86_64OKFeb 01 2025
R-4.4-mac-aarch64OKFeb 01 2025
R-4.3-win-x86_64OKFeb 01 2025
R-4.3-mac-x86_64OKFeb 01 2025
R-4.3-mac-aarch64OKFeb 01 2025

Exports:a2aa2constdelta2deltafit_drtmptfit_ertmptfit_ertmpt_SBClambda2lambdanu2constnu2nuomega2constomega2omegaset_a_constset_a_equalset_deltas_equalset_lambdas_equalset_nu_constset_nu_equalset_omega_constset_omegas_equalset_respsset_tau_zeroset_taus_equalset_theta_constset_thetas_equalset_v_constset_v_equalset_w_constset_w_equalsim_ertmpt_datatau2tautau2zerotheta2consttheta2thetato_drtmpt_datato_drtmpt_modelto_ertmpt_datato_ertmpt_modelto_rtmpt_datato_rtmpt_modelv2constv2vw2constw2w

Dependencies:abindbackportscheckmateclicodadata.tabledistributionalfansigenericsgluelatticelifecycleloomagrittrmatrixStatsnumDerivpillarpkgconfigposteriorRcpprlangRyacasstringistringrtensorAtibbletruncnormutf8vctrs

rtmpt: Guideline

Rendered fromrtmpt_guideline.Rmdusingknitr::rmarkdownon Feb 01 2025.

Last update: 2023-12-11
Started: 2023-12-11