Faicel Chamroukhi

61 papers B 15C 1Journal 43Unranked 1

Year	Rank	Type	Title / Venue / Authors
2023	—	`conf`	A Non-asymptotic Risk Bound for Model Selection in a High-Dimensional Mixture of Experts via Joint Rank and Variable Selection. AI (2) TrungTin Nguyen, Dung Ngoc Nguyen, Hien Duy Nguyen, Faicel Chamroukhi
2022	J	`jnl`	Functional mixture-of-experts for classification. CoRR Nhat Thien Pham, Faicel Chamroukhi
2022	J	`jnl`	Spectral image clustering on dual-energy CT scans using functional regression mixtures. CoRR Segolene Brivet, Faicel Chamroukhi, Mark Coates, Reza Forghani, Peter Savadjiev
2021	J	`jnl`	A non-asymptotic model selection in block-diagonal mixture of polynomial experts models. CoRR TrungTin Nguyen, Faicel Chamroukhi, Hien Duy Nguyen, Florence Forbes
2021	J	`jnl`	A non-asymptotic penalization criterion for model selection in mixture of experts models. CoRR TrungTin Nguyen, Hien Duy Nguyen, Faicel Chamroukhi, Florence Forbes
2020	J	`jnl`	An l CoRR TrungTin Nguyen, Hien Duy Nguyen, Faicel Chamroukhi, Geoffrey J. McLachlan
2019	J	`jnl`	Approximation results regarding the multiple-output Gaussian gated mixture of linear experts model. Neurocomputing Hien D. Nguyen, Faicel Chamroukhi, Florence Forbes
2019	J	`jnl`	Estimation and Feature Selection in Mixtures of Generalized Linear Experts Models. CoRR Bao Tuyen Huynh, Faicel Chamroukhi
2019	J	`jnl`	Model-based clustering and classification of functional data. WIREs Data Mining Knowl. Discov. Faicel Chamroukhi, Hien Duy Nguyen
2018	J	`jnl`	Model-Based Clustering and Classification of Functional Data. CoRR Faicel Chamroukhi, Hien D. Nguyen
2018	J	`jnl`	Practical and theoretical aspects of mixture-of-experts modeling: An overview. WIREs Data Mining Knowl. Discov. Hien Duy Nguyen, Faicel Chamroukhi
2018	B	`conf`	Regularised maximum-likelihood inference of mixture of experts for regression and clustering. ESANN Bao Tuyen Huynh, Faicel Chamroukhi
2018	J	`jnl`	Regularized Maximum Likelihood Estimation and Feature Selection in Mixtures-of-Experts Models. CoRR Faicel Chamroukhi, Bao Tuyen Huynh
2018	B	`conf`	Regularized Maximum-Likelihood Estimation of Mixture-of-Experts for Regression and Clustering. IJCNN Faicel Chamroukhi, Bao Tuyen Huynh
2018	—	`ch.`	Unsupervised Bioacoustic Segmentation by Hierarchical Dirichlet Process Hidden Markov Model. Multimedia Tools and Applications for Environmental & Biodiversity Informatics Vincent Roger, Marius Bartcus, Faicel Chamroukhi, Hervé Glotin
2017	J	`jnl`	An Introduction to the Practical and Theoretical Aspects of Mixture-of-Experts Modeling. CoRR Hien D. Nguyen, Faicel Chamroukhi
2017	J	`jnl`	Robust mixture of experts modeling using the t distribution. CoRR Faicel Chamroukhi
2017	J	`jnl`	Skew t mixture of experts. Neurocomputing Faicel Chamroukhi
2016	B	`conf`	Bayesian mixture of spatial spline regressions. ESANN Faicel Chamroukhi
2016	B	`conf`	GTM Mixture through time for sequential data. IJCNN Rakia Jaziri, Faicel Chamroukhi, Mustapha Lebbah, Younès Bennani
2016	J	`jnl`	Piecewise Regression Mixture for Simultaneous Functional Data Clustering and Optimal Segmentation. J. Classif. Faicel Chamroukhi
2016	J	`jnl`	Robust mixture of experts modeling using the skew $t$ distribution. CoRR Faicel Chamroukhi
2016	J	`jnl`	Robust mixture of experts modeling using the t distribution. Neural Networks Faicel Chamroukhi
2016	B	`conf`	Skew-normal Mixture of Experts. IJCNN Faicel Chamroukhi
2015	J	`jnl`	Bayesian mixtures of spatial spline regressions. CoRR Faicel Chamroukhi
2015	J	`jnl`	Dirichlet Process Parsimonious Mixtures for clustering. CoRR Faicel Chamroukhi, Marius Bartcus, Hervé Glotin
2015	B	`conf`	Hierarchical Dirichlet Process Hidden Markov Model for unsupervised bioacoustic analysis. IJCNN Marius Bartcus, Faicel Chamroukhi, Hervé Glotin
2015	J	`jnl`	Non-Normal Mixtures of Experts. CoRR Faicel Chamroukhi
2015	J	`jnl`	Physical Human Activity Recognition Using Wearable Sensors. Sensors Ferhat Attal, Samer Mohammed, Mariam Dedabrishvili, Faicel Chamroukhi, Latifa Oukhellou, Yacine Amirat
2014	B	`conf`	Bayesian Non-parametric Parsimonious Gaussian Mixture for Clustering. ICPR Faicel Chamroukhi, Marius Bartcus, Hervé Glotin
2014	B	`conf`	Bayesian non-parametric parsimonious clustering. ESANN Faicel Chamroukhi, Marius Bartcus, Hervé Glotin
2014	J	`jnl`	Unsupervised learning of regression mixture models with unknown number of components. CoRR Faicel Chamroukhi
2013	J	`jnl`	A hidden process regression model for functional data description. Application to curve discrimination. CoRR Faicel Chamroukhi, Allou Samé, Gérard Govaert, Patrice Aknin
2013	J	`jnl`	A regression model with a hidden logistic process for feature extraction from time series. CoRR Faicel Chamroukhi, Allou Samé, Gérard Govaert, Patrice Aknin
2013	J	`jnl`	A regression model with a hidden logistic process for signal parametrization. CoRR Faicel Chamroukhi, Allou Samé, Gérard Govaert, Patrice Aknin
2013	J	`jnl`	An Unsupervised Approach for Automatic Activity Recognition Based on Hidden Markov Model Regression. IEEE Trans Autom. Sci. Eng. Dorra Trabelsi, Samer Mohammed, Faicel Chamroukhi, Latifa Oukhellou, Yacine Amirat
2013	J	`jnl`	An Unsupervised Approach for Automatic Activity Recognition based on Hidden Markov Model Regression. CoRR Dorra Trabelsi, Samer Mohammed, Faicel Chamroukhi, Latifa Oukhellou, Yacine Amirat
2013	J	`jnl`	Functional Mixture Discriminant Analysis with hidden process regression for curve classification. CoRR Faicel Chamroukhi, Hervé Glotin, Céline Rabouy
2013	J	`jnl`	Joint segmentation of multivariate time series with hidden process regression for human activity recognition. CoRR Faicel Chamroukhi, Samer Mohammed, Dorra Trabelsi, Latifa Oukhellou, Yacine Amirat
2013	J	`jnl`	Joint segmentation of multivariate time series with hidden process regression for human activity recognition. Neurocomputing Faicel Chamroukhi, Samer Mohammed, Dorra Trabelsi, Latifa Oukhellou, Yacine Amirat
2013	J	`jnl`	Mixture model-based functional discriminant analysis for curve classification. CoRR Faicel Chamroukhi, Hervé Glotin
2013	J	`jnl`	Model-based clustering and segmentation of time series with changes in regime. CoRR Allou Samé, Faicel Chamroukhi, Gérard Govaert, Patrice Aknin
2013	J	`jnl`	Model-based clustering with Hidden Markov Model regression for time series with regime changes. CoRR Faicel Chamroukhi, Allou Samé, Patrice Aknin, Gérard Govaert
2013	J	`jnl`	Model-based functional mixture discriminant analysis with hidden process regression for curve classification. CoRR Faicel Chamroukhi, Hervé Glotin, Allou Samé
2013	J	`jnl`	Model-based functional mixture discriminant analysis with hidden process regression for curve classification. Neurocomputing Faicel Chamroukhi, Hervé Glotin, Allou Samé
2013	J	`jnl`	Modèle à processus latent et algorithme EM pour la régression non linéaire. CoRR Faicel Chamroukhi, Allou Samé, Gérard Govaert, Patrice Aknin
2013	J	`jnl`	Piecewise regression mixture for simultaneous curve clustering and optimal segmentation. CoRR Faicel Chamroukhi
2013	B	`conf`	Robust EM algorithm for model-based curve clustering. IJCNN Faicel Chamroukhi
2013	J	`jnl`	Robust EM algorithm for model-based curve clustering. CoRR Faicel Chamroukhi
2013	J	`jnl`	Supervised learning of a regression model based on latent process. Application to the estimation of fuel cell life time. CoRR Raissa Onanena, Faicel Chamroukhi, Latifa Oukhellou, Denis Candusso, Patrice Aknin, Daniel Hissel
2013	J	`jnl`	Time series modeling by a regression approach based on a latent process. CoRR Faicel Chamroukhi, Allou Samé, Gérard Govaert, Patrice Aknin
2012	B	`conf`	Functional Mixture Discriminant Analysis with hidden process regression for curve classification. ESANN Faicel Chamroukhi, Hervé Glotin, Céline Rabouy
2012	B	`conf`	Mixture model-based functional discriminant analysis for curve classification. IJCNN Faicel Chamroukhi, Hervé Glotin
2012	B	`conf`	Supervised and unsupervised classification approaches for human activity recognition using body-mounted sensors. ESANN Dorra Trabelsi, Samer Mohammed, Faicel Chamroukhi, Latifa Oukhellou, Yacine Amirat
2011	J	`jnl`	Model-based clustering and segmentation of time series with changes in regime. Adv. Data Anal. Classif. Allou Samé, Faicel Chamroukhi, Gérard Govaert, Patrice Aknin
2011	B	`conf`	Model-based clustering with Hidden Markov Model regression for time series with regime changes. IJCNN Faicel Chamroukhi, Allou Samé, Patrice Aknin, Gérard Govaert
2010	J	`jnl`	A hidden process regression model for functional data description. Application to curve discrimination. Neurocomputing Faicel Chamroukhi, Allou Samé, Gérard Govaert, Patrice Aknin
2009	B	`conf`	A regression model with a hidden logistic process for feature extraction from time series. IJCNN Faicel Chamroukhi, Allou Samé, Gérard Govaert, Patrice Aknin
2009	B	`conf`	A regression model with a hidden logistic process for signal parametrization. ESANN Faicel Chamroukhi, Allou Samé, Gérard Govaert, Patrice Aknin
2009	C	`conf`	Estimation of Fuel Cell Life Time Using Latent Variables in Regression Context. ICMLA Raissa Onanena, Faicel Chamroukhi, Latifa Oukhellou, Denis Candusso, Patrice Aknin, Daniel Hissel
2009	J	`jnl`	Time series modeling by a regression approach based on a latent process. Neural Networks Faicel Chamroukhi, Allou Samé, Gérard Govaert, Patrice Aknin