Package: DrBats 0.1.6

DrBats: Data Representation: Bayesian Approach That's Sparse

Feed longitudinal data into a Bayesian Latent Factor Model to obtain a low-rank representation. Parameters are estimated using a Hamiltonian Monte Carlo algorithm with STAN. See G. Weinrott, B. Fontez, N. Hilgert and S. Holmes, "Bayesian Latent Factor Model for Functional Data Analysis", Actes des JdS 2016.

Authors:Gabrielle Weinrott [aut], Brigitte Charnomordic [ctr], Benedicte Fontez [cre, aut], Nadine Hilgert [ctr], Susan Holmes [ctr], Isabelle Sanchez [ctr]

DrBats_0.1.6.tar.gz
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manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
DrBats/json (API)

# Install 'DrBats' in R:
install.packages('DrBats', repos = c('https://bfontez.r-universe.dev', 'https://cloud.r-project.org'))
Datasets:
  • stanfit - A stanfit object fitted to the toydata
  • toydata - A toy longitudinal data set

On CRAN:

Conda:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

3.54 score 1 stars 14 scripts 379 downloads 12 exports 79 dependencies

Last updated from:3a09e1e0e1. Checks:9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-x86_64OK245
source / vignettesOK266
linux-release-x86_64OK244
macos-release-arm64OK173
macos-oldrel-arm64OK175
windows-develOK210
windows-releaseOK173
windows-oldrelOK201
wasm-releaseOK156

Exports:coda.objcoinertia.drbatsdrbats.simulhistoProjmodelFitpca.Devillepca.proj.XtpostdensvisbetavisWW.QRweighted.Deville

Dependencies:abindade4ashbackportsBHbitopscallrcheckmatecliclustercodacolorspacecpp11descdeSolvedistributionalfarverfdafdsFNNgenericsggplot2gluegridExtragtablehdrcdeinlineisobandkernlabKernSmoothkslabelinglatticelifecyclelocfitloomagrittrMASSMatrixmatrixStatsmclustmgcvmulticoolmvtnormnlmenumDerivotelpcaPPpillarpixmappkgbuildpkgconfigposteriorpracmaprocessxpsQuickJSRR6rainbowRColorBrewerRcppRcppArmadilloRcppEigenRcppParallelRCurlrlangrstanS7scalessdespStanHeaderstensorAtibbleutf8vctrsviridisLitewithrzoo

DrBats Dimension Reduction
Overview | Dimension reduction of a longitudinal dataset | On simulated data using drbats.simul() | On real data
Rendered fromDimensionReduction.Rmdusingknitr::rmarkdown

Last update: 2022-02-13
Started: 2016-05-18

DrBats Model Evaluation
Overview
Rendered fromModelEvaluation.Rmdusingknitr::rmarkdown

Last update: 2022-02-13
Started: 2016-05-18

DrBats Model Fit
Overview | Fitting the model to simulated data
Rendered fromModelFit.Rmdusingknitr::rmarkdown

Last update: 2022-02-13
Started: 2016-05-18

DrBats Project
Overview | Bayesian Latent Factor Model | Notations | Model | Data Simulation | Model Inference | Evaluation | References
Rendered fromDrBats.Rmdusingknitr::rmarkdown

Last update: 2022-02-13
Started: 2016-05-18

DrBats Data Simulation and Projection
Overview | Main data simulation function | Projection of simulated data onto histogram basis | Projection of real data onto histogram basis
Rendered fromDataSimulationandProjection.Rmdusingknitr::rmarkdown

Last update: 2022-02-13
Started: 2016-05-18