Publications
2025
Research report
- 2024 Activity Report — Orpailleur Team (LORIA) : Knowledge Discovery and Knowledge Engineering. Miguel Couceiro, Frédéric Pennerath, Amedeo Napoli, Lydia Boudjeloud-Assala, Brieuc Conan-Guez, Alain Gély.
2024
Research report
- 2023 Activity Report – Orpailleur Team (LORIA) : Knowledge Discovery and Knowledge Engineering. Amedeo Napoli, Alexandre Blansché, Lydia Boudjeloud-Assala, Brieuc Conan-Guez, Miguel Couceiro, Alain Gély, Frédéric Pennerath, Yannick Toussaint, Mario Valencia-Pabon.
2022
Book
- Advances in Knowledge Discovery and Management, Volume 9. Rakia Jaziri, Arnaud Martin, Marie-Christine Rousset, Lydia Boudjeloud-Assala, Fabrice Guillet.
Conference paper
- Interactive Reinforcement Learning for Symbolic Regression from Multi-Format Human-Preference Feedbacks. Laure Crochepierre, Lydia Boudjeloud-Assala, Vincent Barbesant. In proceedings of IJCAI 2022- 31st International Joint Conference on Artificial Intelligence, Vienne, Austria.
- Interactive Feature Extraction using Implicit Knowledge Elicitation : Application to Power System Expertise. Laure Crochepierre, Lydia Boudjeloud-Assala, Vincent Barbesant. In proceedings of HICSS 2022 - Hawaii International Conference on System Sciences, Maui, United States.
Other publications
- A Reinforcement Learning Approach to Domain-Knowledge Inclusion Using Grammar Guided Symbolic Regression. Laure Crochepierre, Lydia Boudjeloud-Assala, Vincent Barbesant.
2021
Conference paper
- Approche interactive d’extraction de variables interprétables et explicatives pour la gestion des contraintes du réseau électrique français. Laure Crochepierre, Lydia Boudjeloud-Assala, Vincent Barbesant. In proceedings of EGC 2021 - 21ème édition de la conférence “Extraction et Gestion des Connaissances”, Montpellier / Virtual, France.
2020
Conference paper
- Biclustering itératif par une approche évolutionnaire. Alexandre Blansché, Lydia Boudjeloud-Assala. In proceedings of EGC 2020 Extraction et Gestion des Connaissances, Brussels, Belgium.
- Interpretable Dimensionally-Consistent Feature Extraction from Electrical Network Sensors. Laure Crochepierre, Lydia Boudjeloud-Assala, Vincent Barbesant. In proceedings of European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases ECML/PKDD’20, Gand (Virtual Conference), Belgium.
2019
Conference paper
- How to evaluate a subspace visual projection in interactive visual systems? A position paper. Lydia Boudjeloud-Assala. In proceedings of IEEE VIS 2019 - EVIVA-ML workshop on EValuation of Interactive VisuAl Machine Learning systems, Vancouver, Canada.
- Comparaison et Partitionnement de Séries Temporelles Basés sur la Forme des Séries. Brieuc Conan-Guez, Alain Gély, Lydia Boudjeloud-Assala, Alexandre Blansché. In proceedings of XXVIe Rencontres de la Société Francophone de Classification, Nancy, France.
- Représentation de données temporelles par un modèle à échelle logarithmique. Brieuc Conan-Guez, Alain Gély, Lydia Boudjeloud-Assala, Alexandre Blansché, Dario Compagno, Arnaud Mercier. In proceedings of 13e atelier Fouille de données complexes dans le cadre de la 16e conférence internationale francophone (EGC 2016), Reims, France.
- Utilisation de réseau de neurones siamois en clustering : application aux événements du réseau électrique français. Laure Crochepierre, Antoine Marot, Vincent Barbesant, Benjamin Donnot, Lydia Boudjeloud-Assala. In proceedings of Rencontres de la Société Francophone de Classification, Nancy, France.
- Labellisation semi-supervisée de données : Vers une approche experte étendue. Laure Crochepierre, Antoine Marot, Vincent Barbesant, Benjamin Donnot, Lydia Boudjeloud-Assala. In proceedings of GAST 2019 - Atelier Gestion et Analyse des données Spatiales et Temporelles, Metz, France.
- Interpreting atypical conditions in systems with deep conditional Autoencoders: the case of electrical consumption. Antoine Marot, Antoine Rosin, Laure Crochepierre, Benjamin Donnot, Pierre Pinson, Lydia Boudjeloud-Assala. In proceedings of ECML PKDD 2019 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Wurzburg, Germany.
Proceedings
- Extraction et Gestion des Connaissances, EGC’2019, Revue des Nouvelles Technologies de l’Information. Marie-Christine Rousset, Lydia Boudjeloud-Assala. Marie-Christine Rousset, Lydia Boudjeloud-Assala (eds). 2019.
2018
Conference paper
- K-spectral centroid: extension and optimizations. Brieuc Conan-Guez, Alain Gély, Lydia Boudjeloud, Alexandre Blansché. In proceedings of ESANN 2018 - 26th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Bruges, Belgium.
2017
Journal
- A clustering algorithm based on elitist evolutionary approach. Lydia Boudjeloud Assala, Minh Thuy Ta. International Journal of Bio-Inspired Computation, InderScience publisher.
Conference paper
- K-Spectral Centroïd pour des données massives. Brieuc Conan-Guez, Alain Gély, Lydia Boudjeloud-Assala, Alexandre Blansché. In proceedings of 17ième Conférence d’Extraction et de Gestion des Connaissances (EGC 2017), Grenoble, France.
- Subspace Clustering and Visualization of Data Streams. Ibrahim Louhi, Lydia Boudjeloud-Assala, Thomas Tamisier. In proceedings of International Conference on Information Visualization Theory and Applications, Porto, France.
- Subspace Clustering et Visualisation des Flux de Données. Ibrahim Louhi, Lydia Boudjeloud-Assala, Thomas Tamisier. In proceedings of 17ème Journées Francophones Extraction et Gestion des Connaissances, EGC’2017, Grenoble, France.
2016
Journal
- Interactive and iterative visual clustering. Lydia Boudjeloud-Assala, Philippe Pinheiro, Alexandre Blansché, Thomas Tamisier, Benoît Otjacques. Information Visualization, SAGE Publications.
Book chapter
- Traitement de Flux par un Graphe de Voisinage Incrémental. Ibrahim Louhi, Lydia Boudjeloud-Assala, Thomas Tamisier.
Conference paper
- Clustering visuel semi-interactif. Lydia Boudjeloud-Assala, Philippe Pinheiro, Alexandre Blansché, Thomas Tamisier, Benoît Otjacques. In proceedings of 16ème Journées Francophones Extraction et Gestion des Connaissances, EGC 2016, 18-22 Janvier 2016, Reims, France. Revue des Nouvelles Technologies de l’Information E-30, Éditions RNTI 2016, Reims, France.
- Big Data Clustering using Data Streams Approach. Ibrahim Louhi, Lydia Boudjeloud-Assala, Thomas Tamisier. In proceedings of the International Conference on Big Data and Advanced Wireless technologies, BDAW 2016., Blagoevgrad, France.
- Incremental nearest neighborhood graph for data stream clustering. Ibrahim Louhi, Lydia Boudjeloud-Assala, Thomas Tamisier. In proceedings of 2016 International Joint Conference on Neural Networks (IJCNN), Vancouver, France.
- Approche de Clustering de Flux basée sur les Graphes de Voisinage. Ibrahim Louhi, Lydia Boudjeloud-Assala, Thomas Tamisier. In proceedings of 16ème Journées Francophones Extraction et Gestion des Connaissances, EGC 2016, 18-22 Janvier 2016, Reims, France, Reims, France.
Proceedings
- Atelier Grands Graphes et Bioinformatique. Etienne Birmelé, Mohamed Elati, Blaise Hanczar, Lydia Boudjeloud-Assala.
2015
Book chapter
- Exploration and Visualization Approach for Outlier Detection on Log Files. Ibrahim Louhi, Lydia Boudjeloud-Assala, Thomas Tamisier.
Conference paper
- Visual and Dynamic Change Detection for Data Streams. Lydia Boudjeloud-Assala, Philippe Pinheiro, Alexandre Blansché, Thomas Tamisier, Benoît Otjacques. In proceedings of Neural Information Processing - 22nd International Conference,ICONIP 2015, Istanbul, Turkey, November 9-12, 2015, Proceedings, Part3, Istanbul, Türkiye.
- Détection visuelle de changements pour les flux de données. Lydia Boudjeloud-Assala, Philippe Pinheiro, Alexandre Blansché, Thomas Tamisier, Benoît Otjacques. In proceedings of 22èmes journées de la Société Francophone de Classification, Nantes, France.
2014
Book chapter
- Determine Optimal Number of Clusters with an Elitist Evolutionary Approach. Lydia Boudjeloud-Assala, Ta Minh Thuy.
2013
Book chapter
- Clustering Data Streams over Sliding Windows by DCA. Ta Thuy, Le Thi Hoai An, Lydia Boudjeloud-Assala.
Conference paper
- An Efficient Clustering Method for Massive Dataset Based on DC Programming and DCA Approach. Ta Minh Thuy, Hoai An Le Thi, Lydia Boudjeloud-Assala. In proceedings of Neural Information Processing - 20th International Conference, ICONIP2013, Daegu, Korea, November 3-7, 2013. Proceedings, Part 2, Daegu, Korea, Republic of.
2012
Journal
- Visual interactive evolutionary algorithm for high dimensional outlier detection and data clustering problems. Lydia Boudjeloud Assala. International Journal of Bio-Inspired Computation, InderScience publisher.
- An evolutionary approach for high dimensional attribute selection. Lydia Boudjeloud Assala. International Journal of Intelligent Information and Database Systems, Inderscience.
Book chapter
- Clustering Data Stream by a Sub-window Approach Using DCA. Minh Thuy Ta, Hoai An Le Thi, Lydia Boudjeloud-Assala.
2011
Conference paper
- A Cooperative Biomimetic Approach for High Dimensional Data Mining. Lydia Boudjeloud, Hanane Azzag. In proceedings of Genetic and Evolutionary Computation Conference (GECCO-2011), Dublin, Ireland.
2008
Journal
- Algorithme interactif pour la sélection de dimensions en détection d’outliers. Lydia Boudjeloud, François Poulet. Revue des Sciences et Technologies de l’Information - Série RIA : Revue d’Intelligence Artificielle, Lavoisier.
- Algorithme génétique interactif pour la fouille de données. Lydia Boudjeloud, François Poulet. Revue I3 - Information Interaction Intelligence, Cépaduès.
2007
Book
- Actes du 5e atelier visualisation et extraction des connaissances - 7es journées d’extraction et gestion des connaissances, EGC’07. François Poulet, Bénédicte Le Grand, Lydia Boudjeloud.
2006
Book chapter
- Détection et interprétation visuelle d’outliers dans les grands ensembles de données. Lydia Boudjeloud, François Poulet, Esiea Recherche.
Conference paper
- Algorithme interactif pour la sélection de dimensions en détection d’outlier. Lydia Boudjeloud, François Poulet. In proceedings of 4e atelier visualisation et extraction des connaissances - 6e conférence internationale francophone sur l’extraction et la gestion des connaissances, EGC’06, lille, France.
2003
Conference paper
- Supply chain optimization with Petri Nets and Genetic Algorithms. Haoxun Chen, Lionel Amodeo, Lydia Boudjeloud. In proceedings of International Conference on Industrial Engineering and Production Management, Porto, Portugal.