Matlab/Octave codes for functional data clustering and segmentation with the mixture of regressions with hidden logistic processes (MixRHLP) model:

<< Note that the codes are also provided in R and Python >>

developed and written by Faicel Chamroukhi

When using this code please cite the following papers : The two first ones concern the model and its use in clusterng and the last ones concern the model and its use in discrimination.

The script to run is: main_MixFRHLP.m The main function is MixFRHLP_EM.m for the EM algorithm (respectively MixFRHLP_CEM.m for the CEM-like algorithm)

 @article{Chamroukhi-RHLP-2009,
 	Author = {Chamroukhi, F. and Sam\'{e}, A. and Govaert, G. and Aknin, P.},
 	Journal = {Neural Networks},
 	Number = {5-6},
 	Pages = {593--602},
	Publisher = {Elsevier Science Ltd.},
 	Title = {Time series modeling by a regression approach based on a latent process},
 	Volume = {22},
 	Year = {2009}
     }
 @article{Chamroukhi-MixRHLP-2011,
 	Author = {Sam{\'e}, A. and Chamroukhi, F. and Govaert, G{\'e}rard and Aknin, P.},
 	Issue = 4,
 	Journal = {Advances in Data Analysis and Classification},
 	Pages = {301--321},
 	Publisher = {Springer Berlin / Heidelberg},
 	Title = {Model-based clustering and segmentation of time series with changes in regime},
 	Volume = 5,
 	Year = {2011}
     }

 @article{Chamroukhi-RHLP-FLDA,
 	Author = {Chamroukhi, F. and Sam\'{e}, A. and Govaert, G. and Aknin, P.},
 	Journal = {Neurocomputing},
 	Number = {7-9},
 	Pages = {1210--1221},
 	Title = {A hidden process regression model for functional data description. Application to curve discrimination},
 	Volume = {73},
 	Year = {2010}
     }

 @article{Chamroukhi-FMDA-2013,
 	Author = {Chamroukhi, F. and Glotin, H. and Sam{\'e}, A.},
 	Journal = {Neurocomputing},
 	Pages = {153-163},
 	Title = {Model-based functional mixture discriminant analysis with hidden process regression for curve classification},
 	Volume = {112},
 	Year = {2013}
     } 
      
@article{Chamroukhi-FDA-2018,
	Journal = {Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery},
	Author = {Faicel Chamroukhi and Hien D. Nguyen},
	Note = {DOI: 10.1002/widm.1298.},
	Volume = {},
	Title = {Model-Based Clustering and Classification of Functional Data},
	Year = {2018},
	Month = {Dec}
    }