# -------------------------------------------- # CITATION file created with {cffr} R package # See also: https://docs.ropensci.org/cffr/ # -------------------------------------------- cff-version: 1.2.0 message: 'To cite package "samurais" in publications use:' type: software license: GPL-3.0-or-later title: 'samurais: Statistical Models for the Unsupervised Segmentation of Time-Series (''SaMUraiS'')' version: 0.1.0 identifiers: - type: doi value: 10.32614/CRAN.package.samurais abstract: '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.' authors: - family-names: Chamroukhi given-names: Faicel email: faicel.chamroukhi@unicaen.fr orcid: https://orcid.org/0000-0002-5894-3103 - family-names: Bartcus given-names: Marius email: marius.bartcus@gmail.com - family-names: Lecocq given-names: Florian email: florian.lecocq@outlook.com preferred-citation: type: manual title: 'samurais: Statistical Models for the Unsupervised segmentatIon of Time-Series (SaMUraiS)' authors: - family-names: Chamroukhi given-names: F. - family-names: Bartcus given-names: M. - family-names: Lecocq given-names: F. year: '2019' notes: R package version 0.1.0 url: https://github.com/fchamroukhi/SaMUraiS repository: https://CRAN.R-project.org/package=samurais repository-code: https://github.com/fchamroukhi/SaMUraiS url: https://github.com/fchamroukhi/SaMUraiS date-released: '2019-07-28' contact: - family-names: Lecocq given-names: Florian email: florian.lecocq@outlook.com references: - type: article title: Model-Based Clustering and Classification of Functional Data authors: - family-names: Chamroukhi given-names: F. - family-names: Nguyen given-names: Hien D. journal: 'Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery' year: '2019' url: https://chamroukhi.com/papers/MBCC-FDA.pdf doi: 10.1002/widm.1298 - type: thesis title: Statistical learning of latent data models for complex data analysis authors: - family-names: Chamroukhi given-names: F. institution: name: Universit'e de Toulon year: '2015' thesis-type: PhD Thesis - type: article title: Joint segmentation of multivariate time series with hidden process regression for human activity recognition authors: - family-names: Chamroukhi given-names: F. - family-names: Trabelsi given-names: D. - family-names: Mohammed given-names: S. - family-names: Oukhellou given-names: L. - family-names: Amirat given-names: Y. journal: Neurocomputing year: '2013' volume: '120' publisher: name: Elsevier url: https://chamroukhi.com/papers/chamroukhi_et_al_neucomp2013b.pdf start: '633' end: '644' - type: article title: An unsupervised approach for automatic activity recognition based on Hidden Markov Model Regression authors: - family-names: Trabelsi given-names: D. - family-names: Mohammed given-names: S. - family-names: Chamroukhi given-names: F. - family-names: Oukhellou given-names: L. - family-names: Amirat given-names: Y. journal: IEEE Transactions on Automation Science and Engineering year: '2013' volume: '3' issue: '10' url: https://chamroukhi.com/papers/Chamroukhi-MHMMR-IeeeTase.pdf start: '829' end: '335' - type: thesis title: Hidden process regression for curve modeling, classification and tracking authors: - family-names: Chamroukhi given-names: F. institution: name: Universit'e de Technologie de Compi`egne year: '2010' url: https://chamroukhi.com/papers/FChamroukhi-Thesis.pdf thesis-type: PhD Thesis - type: article title: A hidden process regression model for functional data description. Application to curve discrimination authors: - family-names: Chamroukhi given-names: F. - family-names: Sam\'e given-names: A. - family-names: Govaert given-names: G. - family-names: Aknin given-names: P. journal: Neurocomputing year: '2010' volume: '73' issue: 7-9 url: https://chamroukhi.com/papers/chamroukhi_neucomp_2010.pdf start: '1210' end: '1221' - type: article title: Time series modeling by a regression approach based on a latent process authors: - family-names: Chamroukhi given-names: F. - family-names: Sam\'e given-names: A. - family-names: Govaert given-names: G. - family-names: Aknin given-names: P. journal: Neural Networks publisher: name: Elsevier Science Ltd. year: '2009' volume: '22' issue: 5-6 url: https://chamroukhi.com/papers/Chamroukhi_Neural_Networks_2009.pdf start: '593' end: '602'