A new decision criterion for feature selection application to the classification of non destructive testing signatures. - Latifa Oukhellou; Patrice Aknin; Hervé Stoppiglia; Gérard Dreyfus (EUSIPCO, 1998)

Hybrid training of radial basis function networks in a partitioning context of classification. - Latifa Oukhellou; Patrice Aknin (Neurocomputing, 1999)

Comparison of Supervised Self-Organizing Maps Using Euclidian or Mahalanobis Distance in Classification Context. - Françoise Fessant; Patrice Aknin; Latifa Oukhellou; Sophie Midenet (IWANN (1), 2001)

Combined Use of Partial Least Squares Regression and Neural Network for Diagnosis Tasks. - Alexandra Debiolles; Latifa Oukhellou; Patrice Aknin (ICPR (4), 2004)

Ho-Kashyap with Early Stopping Versus Soft Margin SVM for Linear Classifiers - An Application. - Fabien Lauer; Mohamed Bentoumi; Gérard Bloch; Gilles Millerioux; Patrice Aknin (ISNN (1), 2004)

Use of causal probabilistic networks for the improvement of the maintenance of railway infrastructure. - Laurent Bouillaut; Philippe Weber; A. Ben Salem; Patrice Aknin (SMC (7), 2004)

Output coding of spatially dependent subclassifiers in evidential framework. Application to the diagnosis of railway track/vehicle transmission system. - Alexandra Debiolles; Latifa Oukhellou; Thierry Denoeux; Patrice Aknin (FUSION, 2006)

Railway Infrastructure System Diagnosis Using Empirical Mode Decomposition and Hilbert Transform. - Latifa Oukhellou; Patrice Aknin; Éric Deléchelle (ICASSP (3), 2006)

Mixture-model-based signal denoising. - Allou Samé; Latifa Oukhellou; Etienne Côme; Patrice Aknin (Adv. Data Anal. Classif., 2007)

Réseaux bayésiens dynamiques à variable exogène continue pour la classification des points singuliers d'une voie ferrée. - Allou Samé; Laurent Bouillaut; Patrice Aknin; A. Ben Salem (Rev. d'Intelligence Artif., 2007)

Reliability Analysis using Graphical Duration Models. - Roland Donat; Laurent Bouillaut; Patrice Aknin; Philippe Leray 001 (ARES, 2008)

A subspace method for detection and classification of rail defects. - Zineb Mehel-Saidi; Gérard Bloch; Patrice Aknin (EUSIPCO, 2008)

Semi-supervised IFA with Prior Knowledge on the Mixing Process: An Application to a Railway Device Diagnosis. - Etienne Côme; Zohra Leila Cherfi; Latifa Oukhellou; Patrice Aknin (ICMLA, 2008)

Mixture Model Estimation with Soft Labels. - Etienne Côme; Latifa Oukhellou; Thierry Denoeux; Patrice Aknin (SMPS, 2008)

A regression model with a hidden logistic process for signal parametrization. - Faicel Chamroukhi; Allou Samé; Gérard Govaert; Patrice Aknin (ESANN, 2009)

Partially-supervised learning in Independent Factor Analysis. - Etienne Côme; Latifa Oukhellou; Patrice Aknin; Thierry Denoeux (ESANN, 2009)

Railway device diagnosis using sparse Independent Component Analysis. - Zohra Leila Cherfi; Etienne Côme; Latifa Oukhellou; Patrice Aknin (EUSIPCO, 2009)

Noiseless Independent Factor Analysis with Mixing Constraints in a Semi-supervised Framework. Application to Railway Device Fault Diagnosis. - Etienne Côme; Latifa Oukhellou; Thierry Denoeux; Patrice Aknin (ICANN (2), 2009)

Estimation of Fuel Cell Life Time Using Latent Variables in Regression Context. - Raissa Onanena; Faicel Chamroukhi; Latifa Oukhellou; Denis Candusso; Patrice Aknin; Daniel Hissel (ICMLA, 2009)

A regression model with a hidden logistic process for feature extraction from time series. - Faicel Chamroukhi; Allou Samé; Gérard Govaert; Patrice Aknin (IJCNN, 2009)

Time series modeling by a regression approach based on a latent process. - Faicel Chamroukhi; Allou Samé; Gérard Govaert; Patrice Aknin (Neural Networks, 2009)

Learning from partially supervised data using mixture models and belief functions. - Etienne Côme; Latifa Oukhellou; Thierry Denoeux; Patrice Aknin (Pattern Recognit., 2009)

Fault diagnosis in railway track circuits using Dempster-Shafer classifier fusion. - Latifa Oukhellou; Alexandra Debiolles; Thierry Denoeux; Patrice Aknin (Eng. Appl. Artif. Intell., 2010)

A hidden process regression model for functional data description. Application to curve discrimination. - Faicel Chamroukhi; Allou Samé; Gérard Govaert; Patrice Aknin (Neurocomputing, 2010)

A dynamic Bayesian network to represent discrete duration models. - Roland Donat; Philippe Leray 001; Laurent Bouillaut; Patrice Aknin (Neurocomputing, 2010)

Semi-supervised Feature Extraction Using Independent Factor Analysis. - Latifa Oukhellou; Etienne Côme; Patrice Aknin; Thierry Denoeux (ICMLA (2), 2011)

Model-based clustering with Hidden Markov Model regression for time series with regime changes. - Faicel Chamroukhi; Allou Samé; Patrice Aknin; Gérard Govaert (IJCNN, 2011)

A pattern recognition approach for anomaly detection on buses brake system. - Nicolas Cheifetz; Allou Samé; Patrice Aknin; Emmanuel De Verdalle (ITSC, 2011)

Using Imprecise and Uncertain Information to Enhance the Diagnosis of a Railway Device. - Zohra Leila Cherfi; Latifa Oukhellou; Etienne Côme; Thierry Denoeux; Patrice Aknin (NL-MUA, 2011)

Model-based clustering and segmentation of time series with changes in regime. - Allou Samé; Faicel Chamroukhi; Gérard Govaert; Patrice Aknin (Adv. Data Anal. Classif., 2011)

A CUSUM approach for online change-point detection on curve sequences. - Nicolas Cheifetz; Allou Samé; Patrice Aknin; Emmanuel De Verdalle (ESANN, 2012)

A sequential testing approach for change-point detection on bus door systems. - Nicolas Cheifetz; Allou Samé; Patrice Aknin; Emmanuel De Verdalle (ITSC, 2012)

Temporal association rule mining for the preventive diagnosis of onboard subsystems within floating train data framework. - Wissam Sammouri; Etienne Côme; Latifa Oukhellou; Patrice Aknin; Charles-Eric Fonlladosa; Kevin Prendergast (ITSC, 2012)

Fault diagnosis of a railway device using semi-supervised independent factor analysis with mixing constraints. - Etienne Côme; Latifa Oukhellou; Thierry Denoeux; Patrice Aknin (Pattern Anal. Appl., 2012)

Partially supervised Independent Factor Analysis using soft labels elicited from multiple experts: application to railway track circuit diagnosis. - Zohra Leila Cherfi; Latifa Oukhellou; Etienne Côme; Thierry Denoeux; Patrice Aknin (Soft Comput., 2012)

Hierarchical and multiscale Mean Shift segmentation of population grids. - Johanna Baro; Etienne Côme; Patrice Aknin; Olivier Bonin (ESANN, 2013)

Model-Based Clustering of Temporal Data. - Hani El Assaad; Allou Samé; Gérard Govaert; Patrice Aknin (ICANN, 2013)

A Sequential Testing Procedure for Multiple Change-Point Detection in a Stream of Pneumatic Door Signatures. - Nicolas Cheifetz; Allou Samé; Patrice Aknin; Emmanuel De Verdalle; Damien Chenu (ICMLA (1), 2013)

Mining Floating Train Data Sequences for Temporal Association Rules within a Predictive Maintenance Framework. - Wissam Sammouri; Etienne Côme; Latifa Oukhellou; Patrice Aknin (ICDM, 2013)

Modèle à processus latent et algorithme EM pour la régression non linéaire. - Faicel Chamroukhi; Allou Samé; Gérard Govaert; Patrice Aknin (CoRR, 2013)

Supervised learning of a regression model based on latent process. Application to the estimation of fuel cell life time. - Raissa Onanena; Faicel Chamroukhi; Latifa Oukhellou; Denis Candusso; Patrice Aknin; Daniel Hissel (CoRR, 2013)

Pattern recognition approach for the prediction of infrequent target events in floating train data sequences within a predictive maintenance framework. - Wissam Sammouri; Etienne Côme; Latifa Oukhellou; Patrice Aknin; Charles-Eric Fonlladosa (ITSC, 2014)

A variational Expectation-Maximization algorithm for temporal data clustering. - Hani El Assaad; Allou Samé; Gérard Govaert; Patrice Aknin (Comput. Stat. Data Anal., 2016)