Mustapha Lebbah

Publications

Article dans une revue (24)

Game Theory Meets Statistical Physics: A Novel Deep Neural Networks Design Djamel Bouchaffra,Faycal Ykhlef,Bilal Faye,Mustapha Lebbah,Hanane Azzag IEEE Transactions on Cybernetics, 2026, pp.1-13. ⟨10.1109/TCYB.2025.3649299⟩ Article dans une revue hal-05455216v1
OneEncoder: a lightweight framework for efficient multimodal training Bilal Faye,Hanane Azzag,Mustapha Lebbah,Djamel Bouchaffra Neural Computing and Applications, 2025, ⟨10.1007/s00521-025-11435-8⟩ Article dans une revue hal-05141127v1
A Distributed Inference Algorithm for Dirichlet Process Mixture Models with Exponential Family Components Reda Khoufache,Mustapha Lebbah,Hanene Azzag,Etienne Goffinet,Djamel Bouchaffra Neurocomputing, 2025, pp.131119. ⟨10.1016/j.neucom.2025.131119⟩ Article dans une revue hal-05201639v1
Redesigning deep neural networks: Bridging game theory and statistical physics Djamel Bouchaffra,Fayçal Ykhlef,Bilal Faye,Mustapha Lebbah,Hanene Azzag Neural Networks, 2025, pp.107807. ⟨10.1016/j.neunet.2025.107807⟩ Article dans une revue hal-05149338v1
Context normalization: A new approach for the stability and improvement of neural network performance Bilal Faye,Hanane Azzag,Mustapha Lebbah,Fangchen Feng Data and Knowledge Engineering, 2025, 155, pp.102371. ⟨10.1016/j.datak.2024.102371⟩ Article dans une revue hal-04957856v1
Exploring accuracy and interpretability trade-off in tabular learning with novel attention-based models Kodjo Mawuena Amekoe,Hanane Azzag,Zaineb Chelly Dagdia,Mustapha Lebbah,Gregoire Jaffre Neural Computing and Applications, 2024, 36 (30), pp.18583-18611. ⟨10.1007/s00521-024-10163-9⟩ Article dans une revue hal-04713484v1
Exploring accuracy and interpretability trade-off in tabular learning with novel attention-based models Kodjo Mawuena Amekoe,Hanane Azzag,Zaineb Chelly Dagdia,Mustapha Lebbah,Gregoire Jaffre Neural Computing and Applications, 2024 Article dans une revue hal-04693106v1
Normalisation Contextuelle : Une Nouvelle Approche pour la Stabilité et l'Amélioration des Performances des Réseaux de Neurones Bilal Faye,Hanane Azzag,Mustapha Lebbah,Fangchen Fang Revue des Nouvelles Technologies de l'Information, 2024, Extraction et Gestion des Connaissances, RNTI-E-40, pp.83-106 Article dans une revue (article de synthèse) hal-04456190v1
Regions of interest selection in histopathological images using subspace and multi-objective stream clustering Mohammed Oualid Attaoui,Nassima Dif,Hanene Azzag,Mustapha Lebbah The Visual Computer, 2023, 39, pp.1683-1701. ⟨10.1007/s00371-022-02436-y⟩ Article dans une revue hal-04456303v1
Functional non-parametric latent block model: A multivariate time series clustering approach for autonomous driving validation Etienne Goffinet,Mustapha Lebbah,Hanane Azzag,Giraldi Loïc,Anthony Coutant Computational Statistics and Data Analysis, 2022, 176, pp.107565. ⟨10.1016/j.csda.2022.107565⟩ Article dans une revue hal-04456301v1
An Evolutionary Computing-Based Efficient Hybrid Task Scheduling Approach for Heterogeneous Computing Environment Muhammad Sulaiman,Zahid Halim,Mustapha Lebbah,Muhammad Waqas,Shanshan Tu Journal of Grid Computing, 2021, 19 (1), pp.11. ⟨10.1007/s10723-021-09552-4⟩ Article dans une revue hal-04456319v1
Deep embedded self-organizing maps for joint representation learning and topology-preserving clustering Florent Forest,Mustapha Lebbah,Hanene Azzag,Jérôme Lacaille Neural Computing and Applications, 2021, 33 (24), pp.17439-17469. ⟨10.1007/s00521-021-06331-w⟩ Article dans une revue hal-04456304v1
Transfer learning from synthetic labels for histopathological images classification Nassima Dif,Mohammed Oualid Attaoui,Zakaria Elberrichi,Mustapha Lebbah,Hanene Azzag Applied Intelligence, 2021, 52 (1), pp.358-377. ⟨10.1007/s10489-021-02425-z⟩ Article dans une revue hal-04456302v1
Subspace data stream clustering with global and local weighting models Mohammed Oualid Attaoui,Hanene Azzag,Mustapha Lebbah,Nabil Keskes Neural Computing and Applications, 2020, 33 (8), pp.3691-3712. ⟨10.1007/s00521-020-05184-z⟩ Article dans une revue hal-04456306v1
A scalable and effective rough set theory-based approach for big data pre-processing Zaineb Chelly Dagdia,Christine Zarges,Gaël Beck,Mustapha Lebbah Knowledge and Information Systems (KAIS), 2020, 62 (8), pp.3321-3386. ⟨10.1007/s10115-020-01467-y⟩ Article dans une revue hal-04456307v2
An Ant Based New Clustering Model for Graph Proximity Construction Nesrine Masmoudi,Hanene Azzag,Mustapha Lebbah,Cyrille Bertelle,Maher Ben Jemaa International Journal of Bio-Inspired Computation, 2019, 14 (4), pp.213-226. ⟨10.1504/IJBIC.2019.10025522⟩ Article dans une revue hal-02116771v1
A distributed approximate nearest neighbors algorithm for efficient large scale mean shift clustering Gaël Beck,Tarn Duong,Mustapha Lebbah,Hanane Azzag,Christophe Cérin Journal of Parallel and Distributed Computing, 2019, 134, pp.128-139. ⟨10.1016/j.jpdc.2019.07.015⟩ Article dans une revue hal-04456309v1
A New Micro-Batch Approach for Partial Least Square Clusterwise Regression Gaël Beck,Hanane Azzag,Stéphanie Bougeard,Mustapha Lebbah,Ndèye Niang Procedia Computer Science, 2018, 144, pp.239-250. ⟨10.1016/j.procs.2018.10.525⟩ Article dans une revue hal-02471601v1
An Instance Based Model for Scalable θ -Subsumption Hippolyte Léger,Dominique Bouthinon,Mustapha Lebbah,Hanene Azzag International Journal on Artificial Intelligence Tools, 2018, 27 (07), pp.1860011. ⟨10.1142/S0218213018600114⟩ Article dans une revue hal-04456314v1
CL-AntInc Algorithm for Clustering Binary Data Streams Using the Ants Behavior Nesrine Masmoudi,Hanane Azzag,Mustapha Lebbah,Cyrille Bertelle,Maher Ben Jemaa Procedia Computer Science, 2016, 96, pp.187-196. ⟨10.1016/j.procs.2016.08.127⟩ Article dans une revue hal-02115622v1
Clustering Numerical Data Using Artificial Ants Nesrine Masmoudi,Hanene Azzag,Mustapha Lebbah,Cyrille Bertelle,Maher Ben Jemaa International Journal of Computer Science and Information Security, 2016, 14 (8), pp.1119-1125 Article dans une revue hal-02116498v1
Nearest neighbour estimators of density derivatives, with application to mean shift clustering Tarn Duong,Gaël Beck,Hanene Azzag,Mustapha Lebbah Pattern Recognition Letters, 2016, 80, pp.224-230. ⟨10.1016/j.patrec.2016.06.021⟩ Article dans une revue hal-04456316v1
Les trois défis du Big-Data: Eléments de reflexion Khalid Benabdeslem,Christophe Biernacki,Mustapha Lebbah Statistique et Société, 2015, 3 (1), pp.19-22 Article dans une revue hal-01198435v1
Biophysical regions identification using an artificial neuronal network: A case study in the South Western Atlantic Martin Saraceno,Christine Provost,Mustapha Lebbah Advances in Space Research, 2006, 37 (4), pp.793-805. ⟨10.1016/j.asr.2005.11.005⟩ Article dans une revue istex hal-00124842v1

Communication dans un congrès (29)

Leveraging Text-to-Text Transformers as Classifier Chain for Few-Shot Multi-Label Classification Quang Anh Nguyen,Nadi Tomeh,Mustapha Lebbah,Thierry Charnois,Hanane Azzag Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, Nov 2025, Suzhou, France. pp.26929-26938, ⟨10.18653/v1/2025.emnlp-main.1368⟩ Communication dans un congrès hal-05411460v1
UAN: Unsupervised Adaptive Normalization Bilal Faye,Hanane Azzag,Mustapha Lebbah,Fangchen Fang 2024 International Joint Conference on Neural Networks (IJCNN), Jun 2024, Yokohama, France. pp.1-8, ⟨10.1109/IJCNN60899.2024.10650127⟩ Communication dans un congrès hal-04713534v1
Lightweight Cross-Modal Representation Learning Bilal Faye,Hanane Azzag,Mustapha Lebbah,Djamel Bouchaffra ESANN 2024, Oct 2024, Bruges (Belgium) and online, France. pp.233-238, ⟨10.14428/esann/2024.es2024-96⟩ Communication dans un congrès hal-04713515v1
HDBSCAN for 3-rd order tensor Dina Faneva Andriantsiory,Joseph Ben Geloun,Mustapha Lebbah European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Oct 2024, Bruges, France. ⟨10.48550/arXiv.2303.07768⟩ Communication dans un congrès hal-04713530v1
From Data to Simulation: Capturing Aircraft Engine Degradation Dynamics Abdellah Madane,Florent Forest,Hanane Azzag,Mustapha Lebbah,Jérôme Lacaille ESANN 2024, Oct 2024, Bruges (Belgium) and online, France. pp.537-542, ⟨10.14428/esann/2024.ES2024-51⟩ Communication dans un congrès hal-04713522v1
Distributed Collapsed Gibbs Sampler for Dirichlet Process Mixture Models in Federated Learning Reda Khoufache,Mustapha Lebbah,Hanene Azzag,Etienne Goffinet,Djamel Bouchaffra SIAM International Conference on Data Mining (SDM24), Apr 2024, Houston, Texas, United States. pp.815 - 823, ⟨10.1137/1.9781611978032.93⟩ Communication dans un congrès hal-04457596v1
Distributed MCMC inference for Bayesian Non-Parametric Latent Block Model Reda Khoufache,Anisse Belhadj,Hanene Azzag,Mustapha Lebbah Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), May 2024, Taipei, Taiwan Communication dans un congrès hal-04457575v1
One-Pass Generation of Multivariate Time Series through Conditional Multivariate Modeling Abdellah Madane,Florent Forest,Hanane Azzag,Mustapha Lebbah,Jerôme Lacaille 2024 International Joint Conference on Neural Networks (IJCNN), Jun 2024, Yokohama, France. pp.1-9, ⟨10.1109/IJCNN60899.2024.10651016⟩ Communication dans un congrès hal-04713504v1
Improved Multi-Objective Data Stream Clustering with Time and Memory Optimization Mohammed Attaoui,Hanene Azzag,Mustapha Lebbah GECCO '23 Companion: Companion Conference on Genetic and Evolutionary Computation, Jul 2023, Lisbon Portugal, France. pp.267-270, ⟨10.1145/3583133.3590570⟩ Communication dans un congrès hal-04456329v1
Selecting the Number of Clusters K with a Stability Trade-off: An Internal Validation Criterion Alex Mourer,Florent Forest,Mustapha Lebbah,Hanane Azzag,Jérôme Lacaille The Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), May 2023, Osaka (JP), Japan. pp.210-222, ⟨10.1007/978-3-031-33374-3_17⟩ Communication dans un congrès hal-04456322v1
AESim: A Data-Driven Aircraft Engine Simulator Abdellah Madane,Florent Forest,Hanane Azzag,Mustapha Lebbah,Jérôme Lacaille Thirty-Third International Joint Conference on Artificial Intelligence {IJCAI-24}, Aug 2023, Jeju, France. pp.8737-8740, ⟨10.24963/ijcai.2024/1021⟩ Communication dans un congrès hal-04713488v1
Context Normalization Layer with Applications Bilal Faye,Hanane Azzag,Mustapha Lebbah,Mohamed-Djallel Dilmi,Djamel Bouchaffra 2023 IEEE International Conference on Data Mining Workshops (ICDMW), Dec 2023, Shanghai, France. pp.615-624, ⟨10.1109/ICDMW60847.2023.00086⟩ Communication dans un congrès hal-04457540v1
TabSRA: An Attention based Self-Explainable Model for Tabular Learning Kodjo Mawuena Amekoe,Mohamed Djallel Dilmi,Hanane Azzag,Zaineb Chelly Dagdia,Mustapha Lebbahet al. ESANN 2023 - European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Oct 2023, Bruges (Belgium) and online, France. pp.199-204, ⟨10.14428/esann/2023.ES2023-37⟩ Communication dans un congrès hal-04456328v2
Emerging properties from Bayesian Non-Parametric for multiple clustering: Application for multi-view image dataset Reda Khoufache,Mohamed Djallel Dilmi,Hanene Azzag,Etienne Gofinnet,Mustapha Lebbah 2022 IEEE International Conference on Data Mining Workshops (ICDMW), Nov 2022, Orlando, France. pp.31-38, ⟨10.1109/ICDMW58026.2022.00013⟩ Communication dans un congrès hal-04457566v1
A New Multivariate Time Series Co-clustering Non-Parametric Model Applied to Driving-Assistance Systems Validation Etienne Goffinet,Mustapha Lebbah,Hanene Azzag,Anthony Coutant,Loïc Giraldi European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases - Workshop on Advanced Analytics and Learning on Temporal Data A modern web site, Sep 2021, Online, Spain Communication dans un congrès hal-03544052v1
Multi-Slice Clustering for 3-order Tensor Dina Faneva Andriantsiory,Joseph Ben Geloun,Mustapha Lebbah 2021 20th IEEE International Conference on Machine Learning and Applications (ICMLA), Dec 2021, Pasadena, France. pp.173-178, ⟨10.1109/ICMLA52953.2021.00034⟩ Communication dans un congrès hal-04456363v1
Experience feedback using Representation Learning for Few-Shot Object Detection on Aerial Images Pierre Le Jeune,Mustapha Lebbah,Anissa Mokraoui,Hanene Azzag 2021 20th IEEE International Conference on Machine Learning and Applications (ICMLA 2021), Dec 2021, Pasadena, CA, United States. pp.662-667, ⟨10.1109/ICMLA52953.2021.00110⟩ Communication dans un congrès hal-04761555v1
Carte SOM profonde : Apprentissage joint de représentations et auto-organisation Florent Forest,Mustapha Lebbah,Hanene Azzag,Jérôme Lacaille CAp2020: Conférence d'Apprentissage, Jun 2020, Vannes, France Communication dans un congrès hal-02859997v1
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 Communication dans un congrès hal-01490164v1
How to use ants for data stream clustering Nesrine Masmoudi,Hanane Azzag,Mustapha Lebbah,Cyrille Bertelle,Maher Ben Jemaa 2015 IEEE Congress on Evolutionary Computation (CEC), May 2015, Sendai, France. pp.656-663 Communication dans un congrès hal-02115660v1
Incremental clustering of data stream using real ants behavior Nesrine Masmoudi,Hanane Azzag,Mustapha Lebbah,Cyrille Bertelle 2014 Sixth World Congress on Nature and Biologically Inspired Computing (NaBIC), Jul 2014, Porto, Portugal. pp.262-268 Communication dans un congrès hal-02123317v1
Clustering using chemical and colonial odors of real ants Nesrine Masmoudi,Hanane Azzag,Mustapha Lebbah,Cyrille Bertelle 2013 World Congress on Nature and Biologically Inspired Computing (NaBIC), Aug 2013, Fargo, Morth Dakota, United States. pp.207-213 Communication dans un congrès hal-02123323v1
Feature selection for self organizing Map Khalid Benabdeslem,Mustapha Lebbah ITI, 2007, Croatia. pp.45-50 Communication dans un congrès hal-00197770v1
Approche connexionniste pour l'extraction de profils cas-témoins du cancer du Nasopharynx à partir des données issues d'une étude épidémiologique Khalid Benabdeslem,Mustapha Lebbah,Alexandre Aussem,Marilys Corbex EGC, 2007, France. pp.445 - 454 Communication dans un congrès hal-00198064v1
Learning based system for knowledge discovery from nasopharyngeal cancer data Khalid Benabdeslem,Mustapha Lebbah,Alexandre Aussem,Nadjim Chelghoum,Marilys Corbex COSI, 2007, Oran, Algeria. pp.533-542 Communication dans un congrès hal-00198065v1
Visualization and classification with categorical topological map Mustapha Lebbah,Sylvie Thiria,Fouad Badran ESANN (European Symposium on Artificial Neural Networks), Bruges, Jan 2004, Bruges, Belgium Communication dans un congrès hal-01125111v1
Probabilistic Topological Map and Binary data Mustapha Lebbah,C. Chabanon,Sylvie Thiria,Fouad Badran ICANN2001, Jan 2001, X, France Communication dans un congrès hal-01124637v1
Topological Map for Binary Data Mustapha Lebbah,Fouad Badran,Sylvie Thiria ESANN, Jan 2000, X, France Communication dans un congrès hal-01124628v1
Carte Topologique et Données Binaires Mustapha Lebbah,Fouad Badran,Sylvie Thiria XXXIIe journée de statistique, Jan 2000, X, France Communication dans un congrès hal-01124627v1

Pré-publication, Document de travail (5)

Game Theory Meets Statistical Mechanics in Deep Learning Design Djamel Bouchaffra,Fayçal Ykhlef,Bilal Faye,Hanane Azzag,Mustapha Lebbah 2024 Pré-publication, Document de travail hal-04787321v1
Evaluating the Efficacy of Instance Incremental vs. Batch Learning in Delayed Label Environments : An Empirical Study on Tabular Data Streaming for Fraud Detection Kodjo Mawuena Amekoe,Mustapha Lebbah,Gregoire Jaffre,Hanene Azzag,Zaineb Chelly Dagdia 2025 Pré-publication, Document de travail hal-05237366v1
OneEncoder: A Lightweight Framework for Progressive Alignment of Modalities Bilal Faye,Hanane Azzag,Mustapha Lebbah 2024 Pré-publication, Document de travail hal-04787322v1
Manual Verbalizer Enrichment for Few-Shot Text Classification Quang Anh Nguyen,Nadi Tomeh,Mustapha Lebbah,Thierry Charnois,Hanene Azzaget al. 2024 Pré-publication, Document de travail hal-04787324v1
Evaluating the Efficacy of Instance Incremental vs. Batch Learning in Delayed Label Environments: An Empirical Study on Tabular Data Streaming for Fraud Detection Kodjo Mawuena Amekoe,Mustapha Lebbah,Gregoire Jaffre,Hanene Azzag,Zaineb Chelly Dagdia 2024 Pré-publication, Document de travail hal-04787325v1

Proceedings/Recueil des communications (3)

An Invariance-guided Stability Criterion for Time Series Clustering Validation Florent Forest,Alex Mourer,Mustapha Lebbah,Hanane Azzag,Jerome Lacaille 2020 25th International Conference on Pattern Recognition (ICPR), IEEE, pp.9296-9303, 2021, ⟨10.1109/ICPR48806.2021.9412020⟩ Proceedings/Recueil des communications hal-04466998v1
Deep Architectures for Joint Clustering and Visualization with Self-organizing Maps Florent Forest,Mustapha Lebbah,Hanane Azzag,Jérôme Lacaille Trends and Applications in Knowledge Discovery and Data Mining. PAKDD 2019, 11607, Springer International Publishing, pp.105-116, 2019, Lecture Notes in Computer Science, ⟨10.1007/978-3-030-26142-9_10⟩ Proceedings/Recueil des communications hal-04510497v1
A Complete Data Science Work-flow For Insurance Field Mohammed Ghesmoune,Mustapha Lebbah,Hanane Azzag,Salima Benbernou,Mourad Ouziriet al. 2018 IEEE International Conference on Big Data (Big Data), IEEE, pp.1925-1930, 2018, ⟨10.1109/BigData.2018.8622534⟩ Proceedings/Recueil des communications hal-04510498v1

Ouvrages (5)

Extraction et Gestion des Connaissances, {EGC} 2018, Paris, France, January 23-26, 2018 Mustapha Lebbah,Christine Largeron,Hanane Azzag 2019 Ouvrages hal-02016633v1
Proceedings of the 17th International Conference on Information Visualization Ebad Banissi,Hanene Azzag,M.W. Mck. Bannatyne,Stefan Bertschi,Fatma Boualiet al. 2013 Ouvrages hal-01170336v1
Proceedings of the 16th International Conference on Information Visualisation Ebad Banissi,Stefan Bertschi,Camilla Forsell,Jimmy Johansson,Sarah Kenderdineet al. IEEE Computer Society, 2012 Ouvrages hal-01067802v1
Apprentissage et Visualisation Hanene Azzag,Mustapha Lebbah,Gilles Venturini RNTI, pp.98, 2010 Ouvrages hal-01067761v1
Actes de l'atelier &quot;Apprentissage et Visualisation Mustapha Lebbah,Hanene Azzag,Gilles Venturini CAP, 2009 Ouvrages hal-01067757v1

Chapitre d'ouvrage (3)

A Big Data Platform for Enhancing Life Imaging Activities Leila Abidi,Hanene Azzag,Salima Benbernou,Mehdi Bentounsi,Christophe Cérinet al. Jérôme Darmont; Sabine Loudcher. Utilizing Big Data Paradigms for Business Intelligence, IGI Global, 2018 Chapitre d'ouvrage hal-01788847v1
Clustering of Binary Data Sets Using Artificial Ants Algorithm Nesrine Masmoudi,Hanane Azzag,Mustapha Lebbah,Cyrille Bertelle,Maher Ben Jemaa Neural Information Processing. ICONIP 2015. Lecture Notes in Computer Science, vol 9489, pp.716-723, 2015 Chapitre d'ouvrage hal-02115652v1
Perceptron Multicouche Fouad Badran,Mustapha Lebbah,Sylvie Thiria Perceptron Multicouche, 2006 Chapitre d'ouvrage hal-01125492v1

Poster de conférence (2)

Towards Big Data in Medical Imaging Salima Benbernou,Mehdi Bentounsi,Pierre Bourdoncle,Mustapha Lebbah,Mourad Ouziriet al. Symposium IDV - Imageries du Vivant, Jan 2016, Cap Hornu, France Poster de conférence hal-01259590v1
Mixed Topological Map Mustapha Lebbah,Aymeric Chazottes,Fouad Badran,Sylvie Thiria ESANN 2005, (European Symposium on Artificial Neural Networks), Apr 2005, Bruges, Belgium. pp.357-362, 2005 Poster de conférence hal-01125738v1

Rapport (1)

PREDON Scientific Data Preservation 2014 Cristinel Diaconu,S. Kraml,Christian Surace,Daniel Chateigner,Thérèse Libourel Rougeet al. [Research Report] LIRMM. 2014, pp.3-61 Rapport (rapport de recherche) in2p3-00959072v1

HDR (1)

Contributions en apprentissage non supervisé à partir de données complexes Mustapha Lebbah Apprentissage [cs.LG]. Université Sorbonne Naris Nord, 2012 HDR tel-05434677v1

Autre publication scientifique (1)

8ème édition de l'atelier &quot;Fouille de données complexes&quot; : complexité liée aux données multiples Guillaume Cleuziou,Cyril de Runz,Mustapha Lebbah,Cédric Wemmert 2011, 146p Autre publication scientifique hal-00609725v1

Thèse (1)

Carte topologique pour données qualitatives: application à la reconnaissance automatique de la densité du trafic routier Mustapha Lebbah Mathématiques [math]. Université de Versailles-Saint Quentin en Yvelines, 2003. Français. ⟨NNT : ⟩ Thèse tel-00161698v1