Mustapha Lebbah

77
Documents

Publications

Publications

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-05455216 v1
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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-05141127 v1

Redesigning deep neural networks: Bridging game theory and statistical physics

Djamel Bouchaffra , Faycal Ykhlef , Bilal Faye , Mustapha Lebbah , Hanene Azzag
Neural Networks, 2025, 191, pp.107807. ⟨10.1016/j.neunet.2025.107807⟩
Article dans une revue hal-05196310 v1

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-04794487 v1

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-05201639 v1

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-05149338 v1
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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-04957856 v1

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-04693106 v1

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-04713484 v1
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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-04456190 v1

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-04456303 v1

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-04456301 v1

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-04456319 v1

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-04456304 v1

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-04456302 v1

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-04456306 v1
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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-04456307 v2

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-02116771 v1
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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-04456309 v1
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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-02471601 v1

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-04456314 v1

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-02115622 v1

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-02116498 v1

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-04456316 v1

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-01198435 v1

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-00124842 v1

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-05411460 v1

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-04713534 v1

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-04713515 v1

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-04713530 v1
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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-04457596 v1
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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-04457575 v1

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-04713522 v1

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-04713504 v1

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-04713488 v1
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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-04456322 v1
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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-04456329 v1

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-04457540 v1
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TabSRA: An Attention based Self-Explainable Model for Tabular Learning

Kodjo Mawuena Amekoe , Mohamed Djallel Dilmi , Hanane Azzag , Zaineb Chelly Dagdia , Mustapha Lebbah et 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-04456328 v2

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-04457566 v1
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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-03544052 v1

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-04456363 v1
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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-04761555 v1
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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-02859997 v1

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-01490164 v1

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-02115660 v1

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-02123317 v1

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-02123323 v1

Feature selection for self organizing Map

Khalid Benabdeslem , Mustapha Lebbah
ITI, 2007, Croatia. pp.45-50
Communication dans un congrès hal-00197770 v1

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-00198064 v1

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-00198065 v1

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-01125111 v1

Probabilistic Topological Map and Binary data

Mustapha Lebbah , C. Chabanon , Sylvie Thiria , Fouad Badran
ICANN2001, Jan 2001, X, France
Communication dans un congrès hal-01124637 v1

Topological Map for Binary Data

Mustapha Lebbah , Fouad Badran , Sylvie Thiria
ESANN, Jan 2000, X, France
Communication dans un congrès hal-01124628 v1

Carte Topologique et Données Binaires

Mustapha Lebbah , Fouad Badran , Sylvie Thiria
XXXIIe journée de statistique, Jan 2000, X, France
Communication dans un congrès hal-01124627 v1

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-04466998 v1

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-04510497 v1

A Complete Data Science Work-flow For Insurance Field

Mohammed Ghesmoune , Mustapha Lebbah , Hanane Azzag , Salima Benbernou , Mourad Ouziri et 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-04510498 v1

A Big Data Platform for Enhancing Life Imaging Activities

Leila Abidi , Hanene Azzag , Salima Benbernou , Mehdi Bentounsi , Christophe Cérin et al.
Jérôme Darmont; Sabine Loudcher. Utilizing Big Data Paradigms for Business Intelligence, IGI Global, 2018
Chapitre d'ouvrage hal-01788847 v1

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-02115652 v1

Perceptron Multicouche

Fouad Badran , Mustapha Lebbah , Sylvie Thiria
Perceptron Multicouche, 2006
Chapitre d'ouvrage hal-01125492 v1
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Towards Big Data in Medical Imaging

Salima Benbernou , Mehdi Bentounsi , Pierre Bourdoncle , Mustapha Lebbah , Mourad Ouziri et al.
Symposium IDV - Imageries du Vivant, Jan 2016, Cap Hornu, France
Poster de conférence hal-01259590 v1

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-01125738 v1