A hidden process regression model for functional data description.
Application to curve discrimination

A hidden process regression model for functional data description. Application to curve discrimination

25 December 2013

Faicel Chamroukhi

Gérard Govaert

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Papers citing "A hidden process regression model for functional data description. Application to curve discrimination"

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Title
Demystifying Softmax Gating Function in Gaussian Mixture of Experts Huy Nguyen TrungTin Nguyen Nhat Ho 95 26 0 05 May 2023
A non-asymptotic approach for model selection via penalization in high-dimensional mixture of experts models TrungTin Nguyen Hien Nguyen Faicel Chamroukhi F. Forbes 89 13 0 06 Apr 2021
Conditional Latent Block Model: a Multivariate Time Series Clustering Approach for Autonomous Driving Validation Étienne Goffinet A. Coutant M. Lebbah Hanane Azzag L. Giraldi 20 3 0 03 Aug 2020
Model-Based Clustering and Classification of Functional Data Faicel Chamroukhi Hien Nguyen 65 50 0 01 Mar 2018
An Introduction to the Practical and Theoretical Aspects of Mixture-of-Experts Modeling Hien Nguyen Faicel Chamroukhi MoE 47 7 0 12 Jul 2017
Bayesian mixtures of spatial spline regressions Faicel Chamroukhi 44 2 0 04 Aug 2015
Non-Normal Mixtures of Experts Faicel Chamroukhi MoE 31 7 0 22 Jun 2015
Unsupervised learning of regression mixture models with unknown number of components Faicel Chamroukhi 45 19 0 24 Sep 2014
Nonparametric Hierarchical Clustering of Functional Data Marc Boullé Romain Guigourès F. Rossi 36 10 0 02 Jul 2014
Robust EM algorithm for model-based curve clustering Faicel Chamroukhi 49 14 0 25 Dec 2013
Mixture model-based functional discriminant analysis for curve classification Faicel Chamroukhi H. Glotin 69 5 0 25 Dec 2013
Functional Mixture Discriminant Analysis with hidden process regression for curve classification Faicel Chamroukhi H. Glotin Allou Samé 79 22 0 25 Dec 2013
Piecewise regression mixture for simultaneous functional data clustering and optimal segmentation Faicel Chamroukhi 73 18 0 25 Dec 2013
Model-based clustering and segmentation of time series with changes in regime Allou Samé Faicel Chamroukhi Gérard Govaert P. Aknin AI4TS 83 111 0 25 Dec 2013
Mixtures of Spatial Spline Regressions Hien Nguyen Geoffrey J. McLachlan Ian A. Wood 52 0 0 13 Jun 2013
Gaussian Mixture Regression model with logistic weights, a penalized maximum likelihood approach Lucie Montuelle E. L. Pennec Serge Cohen 56 3 0 09 Apr 2013