Functional Latent Data Models for Clustering Heterogeneous Curves ('FLaMingos')
cemMixRHLP implements the CEM algorithm to fit a MixRHLP model.
emMixHMM implemens the EM (Baum-Welch) algorithm to fit a mixture of H...
emMixHMMR implements the EM algorithm to fit a mixture if HMMR models.
emMixRHLP implements the EM algorithm to fit a mixture of RHLP models.
A Reference Class which represents functional data.
FLaMingos: Functional Latent datA Models for clusterING heterogeneOus ...
mkStochastic ensures that it is a stochastic vector, matrix or array.
A Reference Class which represents a fitted Mixture of HMM model.
A Reference Class which represents a fitted mixture of HMMR model.
A Reference Class which represents a fitted mixture of RHLP model.
A Reference Class which contains parameters of a mixture of HMM models...
A Reference Class which contains parameters of a mixture of HMMR model...
A Reference Class which contains parameters of a mixture of RHLP model...
A Reference Class which contains statistics of a mixture of HMM model.
A Reference Class which contains statistics of a mixture of HMMR model...
A Reference Class which contains statistics of a mixture of RHLP model...
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>.
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