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GTM Mixture through time for sequential data

Rakia Jaziri , Faicel Chamroukhi , Mustapha Lebbah , Younãšs Bennani
In Proceedings of The International Joint Conference on Neural Networks (IJCNN) Vancouver, Canada, 2016, Vancouver, Unknown Region
Conference papers hal-01490164v1

Representations and Decisions in Cognitive Vision

Hervé Glotin , Faicel Chamroukhi , Thibault Maillot
Proceedings of the international summer school ERMITES, vol.7, 2012
Books hal-01488686v1
Image document

Regularized Mixture of Experts for High-Dimensional Data

Faicel Chamroukhi , Bao-Tuyen Huynh
50 èmes Journées de Statistique, Jun 2018, Paris, France
Conference papers hal-02152452v1

Mixtures-of-experts with functional predictors

Faicel Chamroukhi , Nhat Thien Pham , van Ha Hoang , Geoffrey J Mclachlan
The 14th International Conference of the ERCIM WG on Computational and Methodological Statistics (CMStatistics 2021), Dec 2021, London, United Kingdom
Conference papers hal-03584943v1
Image document

A regression model with a hidden logistic process for feature extraction from time serie

Faicel Chamroukhi , Allou Samé , Gérard Govaert , Patrice Aknin
IJCNN'09 International Joint Conference on Neural Networks, Jun 2009, Atlanta, United States. pp.1-8
Conference papers hal-00447844v1
Image document

Approximation results regarding the multiple-output Gaussian gated mixture of linear experts model

Hien Duy Nguyen , Faicel Chamroukhi , Florence Forbes
Neurocomputing, 2019, 366, pp.208-214. ⟨10.1016/j.neucom.2019.08.014⟩
Journal articles hal-02265793v1

Mixture models for cluster analysis: from model-based inference to bayesian non-parametrics

Faicel Chamroukhi
uLearnBio workshop of the International Conference on Machine Learning (ICML), 2014, Unknown, Région indéterminée
Conference papers hal-01488383v1

Model‐based clustering and classification of functional data

Faicel Chamroukhi , Hien Nguyen
WIREs Data Mining and Knowledge Discovery, 2019, 9 (4), ⟨10.1002/widm.1298⟩
Journal articles hal-03584894v1

Estimation and Feature Selection in Mixtures of Generalized Linear Experts Models

Bao-Tuyen Huynh , Faicel Chamroukhi
2019
Preprints, Working Papers, ... hal-03584734v1

Supervised and unsupervised classification approaches for human activity recognition using body-mounted sensors

D. Trabelsi , Samer S. Mohammed , F. Chamroukhi , L. Oukhellou , Yacine Y. Amirat
Proc. the 20th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2012, 2012, Bruges, Belgium. pp.417-422
Conference papers hal-01679903v1

Piecewise regression mixture for simultaneous curve clustering and optimal segmentation

Faicel Chamroukhi
Journal of Classification, 2016
Journal articles hal-01479308v1

Spectral image clustering on dual-energy CT scans using functional regression mixtures

Segolene Brivet , Faicel Chamroukhi , Mark Coates , Reza Forghani , Peter Savadjiev
2022
Preprints, Working Papers, ... hal-03584699v1

Model-based clustering with Hidden Markov Model regression for time series with regime changes

Faicel Chamroukhi , Allou Samé , Patrice Aknin , Gérard Govaert
2011 International Joint Conference on Neural Networks, Jul 2011, San Jose, California, United States. pp.2814-2821
Conference papers hal-00657496v1
Image document

Data-driven Reachability using Christoffel Functions and Conformal Prediction

Abdelmouaiz Tebjou , Goran Frehse , Faïcel Chamroukhi
The 12th Symposium on Conformal and Probabilistic Prediction with Applications (COPA 2023), Sep 2023, Limassol, Cyprus
Conference papers hal-04095745v1

Unsupervised Learning from big bioacoustic data (uLearnBio)

Faicel Chamroukhi , Hervé Glotin
2014
Books hal-01488676v1

Approximation of probability density functions via location-scale finite mixtures in Lebesgue spaces

Trungtin Nguyen , Faicel Chamroukhi , Hien D Nguyen , Geoffrey J Mclachlan
Communications in Statistics - Theory and Methods, 2022, pp. 1-12. ⟨10.1080/03610926.2021.2002360⟩
Journal articles hal-02957876v1

Functional mixture-of-experts for classification

Nhat Thien Pham , Faicel Chamroukhi
53èmes Journées de Statistique de la Société Française de Statistique (SFdS), Jun 2022, Lyon, France
Conference papers hal-03598266v1
Image document

Regularized Maximum-Likelihood Estimation of Mixture-of-Experts for Regression and Clustering

Faicel Chamroukhi , Bao Tuyen Huynh
The 2018 International Joint Conference on Neural Networks (IJCNN 2018), Jul 2018, Rio de Janeiro, Brazil
Conference papers hal-02152437v1

Unsupervised Statistical Learning from Heterogeneous Time-Series and Functional Data

Faicel Chamroukhi
2019
Other publications hal-03585008v1

Model-based clustering and segmentation of time series with changes in regime

Allou Same , Faicel Chamroukhi , Gérard Govaert , Patrice Aknin
Advances in Data Analysis and Classification, 2011, 5 (4), pp 301-321. ⟨10.1007/s11634-011-0096-5⟩
Journal articles hal-01221024v1
Image document

Time series modeling by a regression approach based on a latent process

Faicel Chamroukhi , Allou Samé , Gérard Govaert , Patrice Aknin
Neural Networks, 2009, 22, pp.593-602. ⟨10.1016/j.neunet.2009.06.040⟩
Journal articles hal-00447781v1
Image document

A regression model with a hidden logistic process for signal parametrization

Faicel Chamroukhi , Allou Samé , Gérard Govaert , Patrice Aknin
17th European Symposium on Artificial Neural Networks, Advances in Computational Intelligence and Learning, Apr 2009, Bruges, Belgium. pp.1-6
Conference papers hal-00447806v1

Classification automatique de données temporelles en classes ordonnées

Faicel Chamroukhi , Allou Samé , Patrice Aknin , Gérard Govaert
43èmes Journées de Statistique, SFdS, May 2011, Gammarth, Tunisie. pp.1-6
Conference papers hal-00657499v1
Image document

Regularised maximum-likelihood inference of mixture of experts for regression and clustering

Bao Tuyen Huynh , Faicel Chamroukhi
26th European Symposium on Artificial Neural Networks (ESANN 2018), Apr 2018, Bruges, Belgium
Conference papers hal-02152442v1

ANR SMILES. Journée de l'ANR du 29 novembre 2018: Réunion de lancements de projets du CE 40

Faicel Chamroukhi
2018
Other publications hal-03584977v1

Model-based clustering of Dual-Energy CT images for tumor detection

Segolene Brivet , Faicel Chamroukhi , Mark Coates , Reza Forghani , Peter Savadjiev
The 14th International Conference of the ERCIM WG on Computational and Methodological Statistics (CMStatistics 2021), Dec 2021, London, United Kingdom
Conference papers hal-03584920v1
Image document

Unsupervised Bioacoustic Segmentation by Hierarchical Dirichlet Process Hidden Markov Model

Vincent Roger , Marius Bartcus , Faicel Chamroukhi , Hervé Glotin
Multimedia Tools and Applications for Environmental & Biodiversity Informatics, 2018
Book sections hal-01879385v1

PHRASE Rapport annuel Algorithme de détection multi-échelle supervisée

Pierre Hugues Joalland , Sébastien Paris , Faicel Chamroukhi , Hervé Glotin
[Rapport de recherche] LSIS. 2014
Reports hal-01488778v1

Model-based functional mixture discriminant analysis with hidden process regression for curve classification

Faicel Chamroukhi , Hervé Glotin , Allou Same
Neurocomputing, 2013, 112, pp 153-163. ⟨10.1016/j.neucom.2012.10.030⟩
Journal articles hal-00864189v1

Statistical data science and some unsupervised learning problems

Faicel Chamroukhi
2018
Other publications hal-03584987v1