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

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

25 December 2013

Faicel Chamroukhi

Gérard Govaert

ArXiv (abs)PDF HTML

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

14 / 14 papers shown

Title
Causal Temporal Regime Structure Learning Abdellah Rahmani Pascal Frossard CML 256 2 0 20 Feb 2025
A Regression Mixture Model to understand the effect of the Covid-19 pandemic on Public Transport Ridership Hugues Moreau E. Côme Allou Samé L. Oukhellou 16 0 0 16 Feb 2024
Time series clustering based on prediction accuracy of global forecasting models Ángel López-Oriona Pablo Montero-Manso José Antonio Vilar Fernández AI4TS 30 0 0 30 Apr 2023
Mixture of segmentation for heterogeneous functional data V. Brault Émilie Devijver Charlotte Laclau 45 1 0 19 Mar 2023
Robust Two-Layer Partition Clustering of Sparse Multivariate Functional Data Zhuo Qu Wenlin Dai M. Genton 48 3 0 26 Apr 2022
Spectral image clustering on dual-energy CT scans using functional regression mixtures Segolene Brivet Faicel Chamroukhi Mark Coates Reza Forghani P. Savadjiev 33 0 0 31 Jan 2022
Model-Based Clustering and Classification of Functional Data Faicel Chamroukhi Hien Nguyen 62 50 0 01 Mar 2018
Maximum Pseudolikelihood Estimation for Model-Based Clustering of Time Series Data Hien Nguyen Geoffrey J. McLachlan P. Orban Pierre Bellec A. Janke AI4TS 15 9 0 29 Feb 2016
Bayesian mixtures of spatial spline regressions Faicel Chamroukhi 42 2 0 04 Aug 2015
Unsupervised learning of regression mixture models with unknown number of components Faicel Chamroukhi 42 19 0 24 Sep 2014
Robust EM algorithm for model-based curve clustering Faicel Chamroukhi 46 14 0 25 Dec 2013
Mixture model-based functional discriminant analysis for curve classification Faicel Chamroukhi H. Glotin 66 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