Provides a variety of original and flexible user-friendly statistical latent variable models for the simultaneous clustering and segmentation of heterogeneous functional data (i.e time series, or more generally longitudinal data, fitted by unsupervised algorithms, including EM algorithms. Functional Latent Data Models for Clustering heterogeneous curves ('FLaMingos') are originally introduced and written in 'Matlab' by Faicel Chamroukhi <https://github.com/fchamroukhi?utf8=?&tab=repositories&q=mix&type=public&language=matlab>. The references are mainly the following ones. Chamroukhi F. (2010) <https://chamroukhi.com/FChamroukhi-PhD.pdf>. Chamroukhi F., Same A., Govaert, G. and Aknin P. (2010) <doi:10.1016/j.neucom.2009.12.023>. Chamroukhi F., Same A., Aknin P. and Govaert G. (2011). <doi:10.1109/IJCNN.2011.6033590>. Same A., Chamroukhi F., Govaert G. and Aknin, P. (2011) <doi:10.1007/s11634-011-0096-5>. Chamroukhi F., and Glotin H. (2012) <doi:10.1109/IJCNN.2012.6252818>. Chamroukhi F., Glotin H. and Same A. (2013) <doi:10.1016/j.neucom.2012.10.030>. Chamroukhi F. (2015) <https://chamroukhi.com/FChamroukhi-HDR.pdf>. Chamroukhi F. and Nguyen H-D. (2019) <doi:10.1002/widm.1298>.
Version: | 0.1.0 |
Depends: | R (≥ 2.10) |
Imports: | methods, stats, Rcpp |
LinkingTo: | Rcpp, RcppArmadillo |
Suggests: | knitr, rmarkdown |
Published: | 2019-08-06 |
Author: | Faicel Chamroukhi [aut], Florian Lecocq [aut, trl, cre] (R port), Marius Bartcus [aut, trl] (R port) |
Maintainer: | Florian Lecocq <florian.lecocq at outlook.com> |
BugReports: | https://github.com/fchamroukhi/FLaMingos/issues |
License: | GPL (≥ 3) |
URL: | https://github.com/fchamroukhi/FLaMingos |
NeedsCompilation: | yes |
Citation: | flamingos citation info |
Materials: | README |
CRAN checks: | flamingos results |
Reference manual: | flamingos.pdf |
Vignettes: |
A-quick-tour-of-mixHMM A-quick-tour-of-mixHMMR A-quick-tour-of-mixRHLP |
Package source: | flamingos_0.1.0.tar.gz |
Windows binaries: | r-devel: flamingos_0.1.0.zip, r-release: flamingos_0.1.0.zip, r-oldrel: flamingos_0.1.0.zip |
macOS binaries: | r-release (arm64): flamingos_0.1.0.tgz, r-oldrel (arm64): flamingos_0.1.0.tgz, r-release (x86_64): flamingos_0.1.0.tgz, r-oldrel (x86_64): flamingos_0.1.0.tgz |
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