Hanene Azzag

According to our database, Hanene Azzag authored at least 87 papers between 2003 and 2021.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2021

Subspace data stream clustering with global and local weighting models.

Mohammed Oualid Attaoui, Hanene Azzag, Mustapha Lebbah, Nabil Keskes

Neural Comput. Appl., 2021

2020

A Survey and Implementation of Performance Metrics for Self-Organized Maps.

Florent Forest, Mustapha Lebbah, Hanane Azzag, Jérôme Lacaille

CoRR, 2020

Conditional Latent Block Model: a Multivariate Time Series Clustering Approach for Autonomous Driving Validation.

Étienne Goffinet, Anthony Coutant, Mustapha Lebbah, Hanane Azzag, Loïc Giraldi

CoRR, 2020

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

CoRR, 2020

Autonomous Driving Validation with Model-Based Dictionary Clustering.

Étienne Goffinet, Mustapha Lebbah, Hanane Azzag, Loïc Giraldi

Proceedings of the Machine Learning and Knowledge Discovery in Databases: Applied Data Science Track, 2020

Multi-objective data stream clustering.

Mohammed Oualid Attaoui, Hanene Azzag, Mustapha Lebbah, Nabil Keskes

Proceedings of the GECCO '20: Genetic and Evolutionary Computation Conference, 2020

Clustering de séries temporelles par construction de dictionnaire.

Étienne Goffinet, Mustapha Lebbah, Hanane Azzag, Loïc Giraldi

Proceedings of the Extraction et Gestion des Connaissances, 2020

Soft Subspace Growing Neural Gas pour le Clustering de Flux de Données.

Mohammed Oualid Attaoui, Mustapha Lebbah, Nabil Keskes, Hanene Azzag, Mohammed Ghesmoune

Proceedings of the Extraction et Gestion des Connaissances, 2020

2019

A distributed approximate nearest neighbors algorithm for efficient large scale mean shift clustering.

Gaël Beck, Tarn Duong, Mustapha Lebbah, Hanane Azzag, Christophe Cérin

J. Parallel Distributed Comput., 2019

An ant-based new clustering model for graph proximity construction.

Nesrine Masmoudi, Hanene Azzag, Mustapha Lebbah, Cyrille Bertelle, Maher Ben Jemaa

Int. J. Bio Inspired Comput., 2019

Nearest Neighbor Median Shift Clustering for Binary Data.

Gaël Beck, Tarn Duong, Mustapha Lebbah, Hanane Azzag

CoRR, 2019

A Distributed and Approximated Nearest Neighbors Algorithm for an Efficient Large Scale Mean Shift Clustering.

Gaël Beck, Tarn Duong, Mustapha Lebbah, Hanane Azzag, Christophe Cérin

CoRR, 2019

Soft Subspace Topological Clustering over Evolving Data Stream.

Mohammed Oualid Attaoui, Mustapha Lebbah, Nabil Keskes, Hanene Azzag, Mohammed Ghesmoune

Proceedings of the Advances in Self-Organizing Maps, Learning Vector Quantization, Clustering and Data Visualization, 2019

Deep Architectures for Joint Clustering and Visualization with Self-organizing Maps.

Florent Forest, Mustapha Lebbah, Hanane Azzag, Jérôme Lacaille

Proceedings of the Trends and Applications in Knowledge Discovery and Data Mining, 2019

Algorithms for an Efficient Tensor Biclustering.

Andriantsiory Dina Faneva, Mustapha Lebbah, Hanane Azzag, Gaël Beck

Proceedings of the Trends and Applications in Knowledge Discovery and Data Mining, 2019

Soft Subspace Growing Neural Gas for Data Stream Clustering.

Mohammed Oualid Attaoui, Mustapha Lebbah, Nabil Keskes, Hanene Azzag, Mohammed Ghesmoune

Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2019: Text and Time Series, 2019

Deep Embedded SOM: joint representation learning and self-organization.

Florent Forest, Mustapha Lebbah, Hanene Azzag, Jérôme Lacaille

Proceedings of the 27th European Symposium on Artificial Neural Networks, 2019

2018

An Instance Based Model for Scalable <i>θ</i>-Subsumption.

Hippolyte Léger, Dominique Bouthinon, Mustapha Lebbah, Hanene Azzag

Int. J. Artif. Intell. Tools, 2018

A New Micro-Batch Approach for Partial Least Square Clusterwise Regression.

Gaël Beck, Hanane Azzag, Stéphanie Bougeard, Mustapha Lebbah, Ndèye Niang

Proceedings of the INNS Conference on Big Data and Deep Learning 2018, 2018

Hierarchical Laplacian Score for unsupervised feature selection.

Nhat-Quang Doan, Hanane Azzag, Mustapha Lebbah

Proceedings of the 2018 International Joint Conference on Neural Networks, 2018

Mean-shift : Clustering scalable et distribué.

Gaël Beck, Hanane Azzag, Mustapha Lebbah, Tarn Duong

Proceedings of the Extraction et Gestion des Connaissances, 2018

A Complete Data Science Work-flow For Insurance Field.

Mohammed Ghesmoune, Mustapha Lebbah, Hanane Azzag, Salima Benbernou, Mourad Ouziri, Tarn Duong

Proceedings of the IEEE International Conference on Big Data, 2018

A Generic and Scalable Pipeline for Large-Scale Analytics of Continuous Aircraft Engine Data.

Florent Forest, Jérôme Lacaille, Mustapha Lebbah, Hanene Azzag

Proceedings of the IEEE International Conference on Big Data, 2018

A Distributed Rough Set Theory Algorithm based on Locality Sensitive Hashing for an Efficient Big Data Pre-processing.

Zaineb Chelly Dagdia, Christine Zarges, Gaël Beck, Hanene Azzag, Mustapha Lebbah

Proceedings of the IEEE International Conference on Big Data, 2018

2017

Big Data: from collection to visualization.

Mohammed Ghesmoune, Hanene Azzag, Salima Benbernou, Mustapha Lebbah, Tarn Duong, Mourad Ouziri

Mach. Learn., 2017

An Instance Based Model for Scalable Theta -Subsumption.

Hippolyte Léger, Dominique Bouthinon, Mustapha Lebbah, Hanene Azzag

Proceedings of the 29th IEEE International Conference on Tools with Artificial Intelligence, 2017

Nouveau modèle pour un passage à l'échelle de la 0-subsomption.

Hippolyte Léger, Dominique Bouthinon, Mustapha Lebbah, Hanane Azzag

Proceedings of the 17ème Journées Francophones Extraction et Gestion des Connaissances, 2017

2016

Nearest neighbour estimators of density derivatives, with application to mean shift clustering.

Tarn Duong, Gaël Beck, Hanene Azzag, Mustapha Lebbah

Pattern Recognit. Lett., 2016

A new Growing Neural Gas for clustering data streams.

Mohammed Ghesmoune, Mustapha Lebbah, Hanene Azzag

Neural Networks, 2016

CL-AntInc Algorithm for Clustering Binary Data Streams Using the Ants Behavior.

Nesrine Masmoudi, Hanane Azzag, Mustapha Lebbah, Cyrille Bertelle, Maher Ben Jemaa

Proceedings of the Knowledge-Based and Intelligent Information & Engineering Systems: Proceedings of the 20th International Conference KES-2016, 2016

A new Model for Scalable θ-subsumption.

Hippolyte Léger, Dominique Bouthinon, Mustapha Lebbah, Hanene Azzag-Khelif

Proceedings of the 26th International Conference on Inductive Logic Programming (Short papers), 2016

Distributed mean shift clustering with approximate nearest neighbours.

Gaël Beck, Tarn Duong, Hanene Azzag, Mustapha Lebbah

Proceedings of the 2016 International Joint Conference on Neural Networks, 2016

2015

Clustering Over Data Streams Based on Growing Neural Gas.

Mohammed Ghesmoune, Mustapha Lebbah, Hanene Azzag

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2015

Micro-Batching Growing Neural Gas for Clustering Data Streams Using Spark Streaming.

Mohammed Ghesmoune, Mustapha Lebbah, Hanene Azzag

Proceedings of the INNS Conference on Big Data 2015, 2015

Growing Hierarchical Trees for Data Stream clustering and visualization.

Nhat-Quang Doan, Mohammed Ghesmoune, Hanane Azzag, Mustapha Lebbah

Proceedings of the 2015 International Joint Conference on Neural Networks, 2015

Clustering of Binary Data Sets Using Artificial Ants Algorithm.

Nesrine Masmoudi, Hanane Azzag, Mustapha Lebbah, Cyrille Bertelle, Maher Ben Jemaa

Proceedings of the Neural Information Processing - 22nd International Conference, 2015

Modèle de Biclustering dans un paradigme "Mapreduce".

Tugdual Sarazin, Hanane Azzag, Mustapha Lebbah

Proceedings of the 15èmes Journées Francophones Extraction et Gestion des Connaissances, 2015

Clustering topologique pour le flux de données.

Mohammed Ghesmoune, Mustapha Lebbah, Hanane Azzag

Proceedings of the 15èmes Journées Francophones Extraction et Gestion des Connaissances, 2015

How to use ants for data stream clustering.

Nesrine Masmoudi, Hanane Azzag, Mustapha Lebbah, Cyrille Bertelle, Maher Ben Jemaa

Proceedings of the IEEE Congress on Evolutionary Computation, 2015

2014

Incremental clustering of data stream using real ants behavior.

Nesrine Masmoudi, Hanane Azzag, Mustapha Lebbah, Cyrille Bertelle

Proceedings of the 2014 Sixth World Congress on Nature and Biologically Inspired Computing, 2014

SOM Clustering Using Spark-MapReduce.

Tugdual Sarazin, Hanane Azzag, Mustapha Lebbah

Proceedings of the 2014 IEEE International Parallel & Distributed Processing Symposium Workshops, 2014

Feature Group Weighting and Topological Biclustering.

Tugdual Sarazin, Mustapha Lebbah, Hanane Azzag, Amine Chaibi

Proceedings of the Neural Information Processing - 21st International Conference, 2014

G-Stream: Growing Neural Gas over Data Stream.

Mohammed Ghesmoune, Hanene Azzag, Mustapha Lebbah

Proceedings of the Neural Information Processing - 21st International Conference, 2014

Détection de nouveautés en utilisant un nouveau score de détection de "groupes-outliers".

Amine Chaibi, Mustapha Lebbah, Hanane Azzag

Proceedings of the Fouille de Données Complexes, 2014, 2014

Pondération de blocs de variables en bi-partitionnement topologique.

Amine Chaibi, Hanane Azzag, Mustapha Lebbah

Proceedings of the 14èmes Journées Francophones Extraction et Gestion des Connaissances, 2014

Biclustering using Spark-MapReduce.

Tugdual Sarazin, Mustapha Lebbah, Hanane Azzag

Proceedings of the 2014 IEEE International Conference on Big Data, 2014

2013

Group Outlier factor: a New Score using Self-Organising Map for Group-Outlier and Novelty Detection.

Amine Chaibi, Mustapha Lebbah, Hanane Azzag

Int. J. Comput. Intell. Appl., 2013

Clustering using chemical and colonial odors of real ants.

Nesrine Masmoudi, Hanane Azzag, Mustapha Lebbah, Cyrille Bertelle

Proceedings of the Fifth World Congress on Nature and Biologically Inspired Computing, 2013

A New Visualization of Group-Outliers in Unsupervised Learning.

Amine Chaibi, Mustapha Lebbah, Hanane Azzag

Proceedings of the 17th International Conference on Information Visualisation, 2013

Self-organizing trees for visualizing protein dataset.

Nhat-Quang Doan, Hanane Azzag, Mustapha Lebbah, Guillaume Santini

Proceedings of the 2013 International Joint Conference on Neural Networks, 2013

A new bi-clustering approach using topological maps.

Amine Chaibi, Mustapha Lebbah, Hanane Azzag

Proceedings of the 2013 International Joint Conference on Neural Networks, 2013

Sélection de variables non supervisée sous contraintes hiérarchiques.

Nhat-Quang Doan, Hanane Azzag, Mustapha Lebbah

Proceedings of the Extraction et gestion des connaissances (EGC'2013), Actes, 29 janvier, 2013

Nouvelle approche de bi-partitionnement topologique.

Amine Chaibi, Mustapha Lebbah, Hanane Azzag

Proceedings of the Extraction et gestion des connaissances (EGC'2013), Actes, 29 janvier, 2013

2012

An artificial ants model for fast construction and approximation of proximity graphs.

Hanane Azzag, Christiane Guinot, Gilles Venturini

Adapt. Behav., 2012

Graph Decomposition Using Self-organizing Trees.

Nhat-Quang Doan, Hanane Azzag, Mustapha Lebbah

Proceedings of the 16th International Conference on Information Visualisation, 2012

Growing Self-organizing Trees for knowledge discovery from data.

Nhat-Quang Doan, Hanane Azzag, Mustapha Lebbah

Proceedings of the 2012 International Joint Conference on Neural Networks (IJCNN), 2012

Novelty Detection Using a New Group Outlier Factor.

Amine Chaibi, Mustapha Lebbah, Hanane Azzag

Proceedings of the Neural Information Processing - 19th International Conference, 2012

Self-Organizing Map and Tree Topology for Graph Summarization.

Nhat-Quang Doan, Hanane Azzag, Mustapha Lebbah

Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2012, 2012

Clustering multi-niveaux de graphes : hiérarchique et topologique.

Nhat-Quang Doan, Hanane Azzag, Mustapha Lebbah

Proceedings of the Extraction et gestion des connaissances (EGC'2012), Actes, janvier 31, 2012

Détection de groupes outliers en classification non supervisée.

Amine Chaibi, Mustapha Lebbah, Hanane Azzag

Proceedings of the Extraction et gestion des connaissances (EGC'2012), Actes, janvier 31, 2012

Automatic Group-Outlier Detection.

Amine Chaibi, Hanane Azzag, Mustapha Lebbah

Proceedings of the 20th European Symposium on Artificial Neural Networks, 2012

2011

A New Way for Hierarchical and Topological Clustering.

Hanane Azzag, Mustapha Lebbah

Proceedings of the Advances in Knowledge Discovery and Management, 2011

Self-Organizing Tree Using Artificial Ants.

Hanene Azzag, Mustapha Lebbah

J. Inf. Technol. Res., 2011

A cooperative biomimetic approach for high dimensional data mining.

Lydia Boudjeloud, Hanane Azzag

Proceedings of the 13th Annual Genetic and Evolutionary Computation Conference, 2011

Une nouvelle approche visuelle pour la classification hiérarchique et topologique.

Hanane Azzag, Mustapha Lebbah

Proceedings of the Extraction et gestion des connaissances (EGC'2011), 2011

2010

Topological Hierarchical Tree Using Artificial Ants.

Mustapha Lebbah, Hanane Azzag

Proceedings of the Neural Information Processing. Theory and Algorithms, 2010

Map-TreeMaps: A New Approach for Hierarchical and Topological Clustering.

Hanene Azzag, Mustapha Lebbah, Aymen Arfaoui

Proceedings of the Ninth International Conference on Machine Learning and Applications, 2010

Approche biomimétique coopérative pour la visualisation de grands graphes multidimensionels.

Lydia Boudjeloud-Assala, Hanane Azzag

Proceedings of the Extraction et gestion des connaissances (EGC'2010), 2010

Auto-organisation topologique et hiérarchique des données.

Hanane Azzag, Mustapha Lebbah

Proceedings of the Extraction et gestion des connaissances (EGC'2010), 2010

2009

A New Approach for Auto-organizing a Groups of Artificial Ants.

Hanane Azzag, Mustapha Lebbah

Proceedings of the Advances in Artificial Life. Darwin Meets von Neumann, 2009

VRMiner.

Hanene Azzag, Fabien Picarougne, Christiane Guinot, Gilles Venturini

Proceedings of the Database Technologies: Concepts, 2009

2008

Segmentation hiérarchique des cartes topologiques.

Mustapha Lebbah, Hanane Azzag

Proceedings of the Extraction et gestion des connaissances (EGC'2008), 2008

Clustering of Self-Organizing Map.

Hanane Azzag, Mustapha Lebbah

Proceedings of the ESANN 2008, 2008

2007

A hierarchical ant based clustering algorithm and its use in three real-world applications.

Hanene Azzag, Gilles Venturini, Antoine Oliver, Christiane Guinot

Eur. J. Oper. Res., 2007

A New Approach of Data Clustering Using a Flock of Agents.

Fabien Picarougne, Hanene Azzag, Gilles Venturini, Christiane Guinot

Evol. Comput., 2007

On building graphs of documents with artificial ants.

Hanane Azzag, Julien Lavergne, Christiane Guinot, Gilles Venturini

Proceedings of the 16th International Conference on World Wide Web, 2007

Incremental Construction of Neighborhood Graphs Using the Ants Self-Assembly Behavior.

Julien Lavergne, Hanane Azzag, Christiane Guinot, Gilles Venturini

Proceedings of the 19th IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2007), 2007

Construction incrémentale et visualisation de graphes de voisinage par des fourmis artificielles.

Julien Lavergne, Hanene Azzag, Christiane Guinot, Gilles Venturini

Proceedings of the Extraction et gestion des connaissances (EGC'2007), 2007

2006

Data and Text Mining with Hierarchical Clustering Ants.

Hanene Azzag, Christiane Guinot, Gilles Venturini

Proceedings of the Swarm Intelligence in Data Mining, 2006

Generating maps of web pages using cellular automata.

Hanene Azzag, David Ratsimba, David Da Costa, Gilles Venturini, Christiane Guinot

Proceedings of the 15th international conference on World Wide Web, 2006

On Building Maps of Web Pages with a Cellular Automaton.

Hanene Azzag, David Ratsimba, David Da Costa, Christiane Guinot, Gilles Venturini

Proceedings of the Biologically Inspired Cooperative Computing, 2006

Un aperçu de la fouille visuelle de données.

Hanane Azzag, David Da Costa, Christiane Guinot, Gilles Venturini

Proceedings of the Apprentissage Artificiel et Fouille de Données, 2006

2005

Automatic generation of web portals using artificial ants.

Hanene Azzag, Gilles Venturini, Christiane Guinot

Proceedings of the 14th international conference on World Wide Web, 2005

2004

On Data Clustering with a Flock of Artificial Agents.

Fabien Picarougne, Hanene Azzag, Gilles Venturini, Christiane Guinot

Proceedings of the 16th IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2004), 2004

AntTree: A Web Document Clustering Using Artificial Ants.

Hanene Azzag, Christiane Guinot, Gilles Venturini

Proceedings of the 16th Eureopean Conference on Artificial Intelligence, 2004

How to Use Ants for Hierarchical Clustering.

Hanene Azzag, Christiane Guinot, Gilles Venturini

Proceedings of the Ant Colony Optimization and Swarm Intelligence, 2004

2003

A Clustering Algorithm Based on the Ants Self-Assembly Behavior.

Hanene Azzag, Nicolas Monmarché, Mohamed Slimane, Christiane Guinot, Gilles Venturini

Proceedings of the Advances in Artificial Life, 7th European Conference, 2003