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
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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
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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
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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
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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
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Approximation results regarding the multiple-output Gaussian gated mixture of linear experts model
Hien Duy Nguyen
,
Faicel Chamroukhi
,
Florence Forbes
Journal articles
hal-02265793v1
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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
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Model‐based clustering and classification of functional data
Faicel Chamroukhi
,
Hien Nguyen
Journal articles
hal-03584894v1
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Estimation and Feature Selection in Mixtures of Generalized Linear Experts Models
Bao-Tuyen Huynh
,
Faicel Chamroukhi
2019
Preprints, Working Papers, ...
hal-03584734v1
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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
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Piecewise regression mixture for simultaneous curve clustering and optimal segmentation
Faicel Chamroukhi
Journal of Classification , 2016
Journal articles
hal-01479308v1
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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
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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
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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
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Unsupervised Learning from big bioacoustic data (uLearnBio)
Faicel Chamroukhi
,
Hervé Glotin
2014
Books
hal-01488676v1
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Approximation of probability density functions via location-scale finite mixtures in Lebesgue spaces
Trungtin Nguyen
,
Faicel Chamroukhi
,
Hien D Nguyen
,
Geoffrey J Mclachlan
Journal articles
hal-02957876v1
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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
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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
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Unsupervised Statistical Learning from Heterogeneous Time-Series and Functional Data
Faicel Chamroukhi
2019
Other publications
hal-03585008v1
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Model-based clustering and segmentation of time series with changes in regime
Allou Same
,
Faicel Chamroukhi
,
Gérard Govaert
,
Patrice Aknin
Journal articles
hal-01221024v1
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Time series modeling by a regression approach based on a latent process
Faicel Chamroukhi
,
Allou Samé
,
Gérard Govaert
,
Patrice Aknin
Journal articles
hal-00447781v1
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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
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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
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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
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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
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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
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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
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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
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Model-based functional mixture discriminant analysis with hidden process regression for curve classification
Faicel Chamroukhi
,
Hervé Glotin
,
Allou Same
Journal articles
hal-00864189v1
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Statistical data science and some unsupervised learning problems
Faicel Chamroukhi
2018
Other publications
hal-03584987v1
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