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samurais: Statistical Models for the Unsupervised Segmentation ofTime-Series ('SaMUraiS')

Provides a variety of original and flexible user-friendly statistical latent variable models and unsupervised learning algorithms to segment and represent time-series data (univariate or multivariate), and more generally, longitudinal data, which include regime changes. 'samurais' is built upon the following packages, each of them is an autonomous time-series segmentation approach: Regression with Hidden Logistic Process ('RHLP'), Hidden Markov Model Regression ('HMMR'), Multivariate 'RHLP' ('MRHLP'), Multivariate 'HMMR' ('MHMMR'), Piece-Wise regression ('PWR'). For the advantages/differences of each of them, the user is referred to our mentioned paper references.

Version:0.1.0
Depends:R (≥ 2.10)
Imports:methods, stats,MASS,Rcpp
LinkingTo:Rcpp,RcppArmadillo
Suggests:knitr,rmarkdown
Published:2019-07-28
DOI:10.32614/CRAN.package.samurais
Author:Faicel ChamroukhiORCID iD [aut], Marius Bartcus [aut], Florian Lecocq [aut, cre]
Maintainer:Florian Lecocq <florian.lecocq at outlook.com>
License:GPL (≥ 3)
URL:https://github.com/fchamroukhi/SaMUraiS
NeedsCompilation:yes
Citation:samurais citation info
Materials:README
CRAN checks:samurais results[issues need fixing before 2025-12-18]

Documentation:

Reference manual:samurais.html ,samurais.pdf
Vignettes:A-quick-tour-of-HMMR (source,R code)
A-quick-tour-of-MHMMR (source,R code)
A-quick-tour-of-MRHLP (source,R code)
A-quick-tour-of-PWR (source,R code)
A-quick-tour-of-RHLP (source,R code)
Model-selection-HMMR (source,R code)
Model-selection-MHMMR (source,R code)
Model-selection-MRHLP (source,R code)
Model-selection-RHLP (source,R code)

Downloads:

Package source: samurais_0.1.0.tar.gz
Windows binaries: r-devel:samurais_0.1.0.zip, r-release:samurais_0.1.0.zip, r-oldrel:samurais_0.1.0.zip
macOS binaries: r-release (arm64):samurais_0.1.0.tgz, r-oldrel (arm64):samurais_0.1.0.tgz, r-release (x86_64):samurais_0.1.0.tgz, r-oldrel (x86_64):samurais_0.1.0.tgz

Linking:

Please use the canonical formhttps://CRAN.R-project.org/package=samuraisto link to this page.


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