2025
Clustering of timed sequences - Application to the analysis of care pathways.
Data Knowl. Eng., 2025
2024
SWoTTeD: an extension of tensor decomposition to temporal phenotyping.
Mach. Learn., September, 2024
Sky-signatures: detecting and characterizing recurrent behavior in sequential data.
Data Min. Knowl. Discov., 2024
Vascular Segmentation of Functional Ultrasound Images using Deep Learning.
CoRR, 2024
Catégorisation de séquences temporelles ? Application à l'analyse de parcours de soins.
Proceedings of the Extraction et Gestion des Connaissances, 2024
2023
Admissible generalisation of temporal sequences as chronicles.
J. Appl. Non Class. Logics, October, 2023
Chronicles: Formalization of a Temporal Model
Springer Briefs in Computer Science, Springer, ISBN: 978-3-031-33692-8, 2023
A survey on the semantics of sequential patterns with negation.
CoRR, 2023
Interactive Visualization of Counterfactual Explanations for Tabular Data.
Proceedings of the Machine Learning and Knowledge Discovery in Databases: Applied Data Science and Demo Track, 2023
Generating Robust Counterfactual Explanations.
Proceedings of the Machine Learning and Knowledge Discovery in Databases: Research Track, 2023
Une extension de la décomposition tensorielle au phénotypage temporel.
Proceedings of the Extraction et Gestion des Connaissances, 2023
Interface d'interrogation graphique de parcours de soins à base de chroniques.
Proceedings of the Extraction et Gestion des Connaissances, 2023
Visualiser des explications contrefactuelles pour des données tabulaires.
Proceedings of the Extraction et Gestion des Connaissances, 2023
Analyse d'une enquête sur la sémantique des motifs séquentiels avec négation.
Proceedings of the Conférence Nationale en Intelligence Artificielle, 2023
Human Activity Segmentation Challenge @ ECML/PKDD'23.
Proceedings of the Advanced Analytics and Learning on Temporal Data, 2023
2022
SECURE-GEGELATI Always-On Intrusion Detection through GEGELATI Lightweight Tangled Program Graphs.
J. Signal Process. Syst., 2022
Incremental Mining of Frequent Serial Episodes Considering Multiple Occurrence.
CoRR, 2022
Monitoring of grassland productivity using Sentinel-2 remote sensing data.
Int. J. Appl. Earth Obs. Geoinformation, 2022
Logical Forms of Chronicles.
Proceedings of the 29th International Symposium on Temporal Representation and Reasoning, 2022
VCNet: A Self-explaining Model for Realistic Counterfactual Generation.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2022
Temporal Disaggregation of the Cumulative Grass Growth.
Proceedings of the Pattern Recognition and Artificial Intelligence, 2022
Incremental Mining of Frequent Serial Episodes Considering Multiple Occurrences.
Proceedings of the Computational Science - ICCS 2022, 2022
Imbalanced classification with tpg genetic programming: impact of problem imbalance and selection mechanisms.
Proceedings of the GECCO '22: Genetic and Evolutionary Computation Conference, Companion Volume, Boston, Massachusetts, USA, July 9, 2022
Désagrégation temporelle du cumul annuel de croissance de l'herbe.
Proceedings of the Extraction et Gestion des Connaissances, 2022
Générer des explications contrefactuelles à l'aide d'un autoencodeur supervisé.
Proceedings of the Extraction et Gestion des Connaissances, 2022
Prédiction du niveau de nappes phréatiques : comparaison d'approches locale, globale et hybride.
Proceedings of the Extraction et Gestion des Connaissances, 2022
Experimental Study of Time Series Forecasting Methods for Groundwater Level Prediction.
Proceedings of the Advanced Analytics and Learning on Temporal Data, 2022
2021
Rev. Ouverte Intell. Artif., 2021
Rev. Ouverte Intell. Artif., 2021
Introduction ROIA Agriculture Numérique.
Rev. Ouverte Intell. Artif., 2021
Post-hoc Counterfactual Generation with Supervised Autoencoder.
Proceedings of the Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 2021
Génération d'un SNDS synthétique à partir de données ouvertes.
Proceedings of the Extraction et Gestion des Connaissances, 2021
An Extension of Chronicles Temporal Model with Taxonomies: Application to Epidemiological Studies.
Proceedings of the 14th International Joint Conference on Biomedical Engineering Systems and Technologies, 2021
Temporal Phenotyping for Characterisation of Hospital Care Pathways of COVID19 Patients.
Proceedings of the Advanced Analytics and Learning on Temporal Data, 2021
2020
NegPSpan: efficient extraction of negative sequential patterns with embedding constraints.
Data Min. Knowl. Discov., 2020
Generalized Chronicles for Temporal Sequence Classification.
Proceedings of the Advanced Analytics and Learning on Temporal Data, 2020
Énumération des occurrences d'une chronique.
Proceedings of the Extraction et Gestion des Connaissances, 2020
Semantics of Negative Sequential Patterns.
Proceedings of the ECAI 2020 - 24th European Conference on Artificial Intelligence, 29 August-8 September 2020, Santiago de Compostela, Spain, August 29 - September 8, 2020, 2020
Enhancing sequential pattern mining with time and reasoning.
, 2020
2019
Toward a Framework for Seasonal Time Series Forecasting Using Clustering.
Proceedings of the Intelligent Data Engineering and Automated Learning - IDEAL 2019, 2019
Admissible Generalizations of Examples as Rules.
Proceedings of the 31st IEEE International Conference on Tools with Artificial Intelligence, 2019
2018
Day-ahead time series forecasting: application to capacity planning.
CoRR, 2018
Fouille de motifs temporels négatifs.
Proceedings of the Extraction et Gestion des Connaissances, 2018
PerForecast : un outil de prévision de l'évolution de séries temporelles pour le planning capacitaire.
Proceedings of the Extraction et Gestion des Connaissances, 2018
Discriminant Chronicle Mining.
Proceedings of the Advances in Knowledge Discovery and Management, 2018
2017
Mining relevant interval rules.
CoRR, 2017
Purchase Signatures of Retail Customers.
Proceedings of the Advances in Knowledge Discovery and Data Mining, 2017
Mining Rare Sequential Patterns with ASP.
Proceedings of the Late Breaking Papers of the 27th International Conference on Inductive Logic Programming, 2017
Extraction de chroniques discriminantes.
Proceedings of the 17ème Journées Francophones Extraction et Gestion des Connaissances, 2017
Expert Opinion Extraction from a Biomedical Database.
Proceedings of the Symbolic and Quantitative Approaches to Reasoning with Uncertainty, 2017
Declarative Sequential Pattern Mining of Care Pathways.
Proceedings of the Artificial Intelligence in Medicine, 2017
Discriminant Chronicles Mining - Application to Care Pathways Analytics.
Proceedings of the Artificial Intelligence in Medicine, 2017
2016
Long term analysis of time series of satellite images.
Pattern Recognit. Lett., 2016
Packing Graphs with ASP for Landscape Simulation.
Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, 2016
Knowledge-Based Sequence Mining with ASP.
Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, 2016
Efficiency Analysis of ASP Encodings for Sequential Pattern Mining Tasks.
Proceedings of the Advances in Knowledge Discovery and Management, 2016
Fouille de motifs séquentiels avec ASP.
Proceedings of the 16ème Journées Francophones Extraction et Gestion des Connaissances, 2016
Understanding Customer Attrition at an Individual Level: a New Model in Grocery Retail Context.
Proceedings of the 19th International Conference on Extending Database Technology, 2016
2015
Extraction des zones cohérentes par l'analyse spatio-temporelle d'images de télédétection.
Rev. Int. Géomatique, 2015
Programmation par ensembles réponses pour simuler l'assolement d'un paysage.
Rev. d'Intelligence Artif., 2015
Bag-of-Temporal-SIFT-Words for Time Series Classification.
Proceedings of the 1st International Workshop on Advanced Analytics and Learning on Temporal Data, 2015
Dense Bag-of-Temporal-SIFT-Words for Time Series Classification.
Proceedings of the Advanced Analysis and Learning on Temporal Data, 2015
Landscape features that prevent or foster urban sprawl.
Proceedings of the 8th International Workshop on the Analysis of Multitemporal Remote Sensing Images, 2015
Extracting characteristics of satellite image time series with decision trees.
Proceedings of the 8th International Workshop on the Analysis of Multitemporal Remote Sensing Images, 2015
2014
Autonomic intrusion detection: Adaptively detecting anomalies over unlabeled audit data streams in computer networks.
Knowl. Based Syst., 2014
Using Answer Set Programming for pattern mining.
CoRR, 2014
Evaluating distance measures and times series clustering for temporal patterns retrieval.
Proceedings of the 15th IEEE International Conference on Information Reuse and Integration, 2014
1d-SAX : une nouvelle représentation symbolique pour les séries temporelles.
Proceedings of the 14èmes Journées Francophones Extraction et Gestion des Connaissances, 2014
Comparaison des chemins de Hilbert adaptatif et des graphes de voisinage pour la caractérisation d'un parcellaire agricole.
Proceedings of the 14èmes Journées Francophones Extraction et Gestion des Connaissances, 2014
2013
Rev. d'Intelligence Artif., 2013
1d-SAX: A Novel Symbolic Representation for Time Series.
Proceedings of the Advances in Intelligent Data Analysis XII, 2013
Construction semi-automatique d'une ontologie de la perception des paysages.
Proceedings of the IC 2013 : 24es Journées francophones d'Ingénierie des Connaissances (Proceedings of the 24th French Knowledge Engineering Conference), 2013
2012
Extraction incrémentale de séquences fréquentes dans un flux d'itemsets.
Proceedings of the Extraction et gestion des connaissances (EGC'2012), Actes, janvier 31, 2012
2011
Extracting Temporal Patterns from Interval-Based Sequences.
Proceedings of the IJCAI 2011, 2011
Extraction de motifs temporels à partir de séquences d'événements avec intervalles temporels.
Proceedings of the Extraction et gestion des connaissances (EGC'2011), 2011
2009
Self-adaptive web intrusion detection system
CoRR, 2009
A general framework for adaptive and online detection of web attacks.
Proceedings of the 18th International Conference on World Wide Web, 2009
Autonomic Intrusion Detection System.
Proceedings of the Recent Advances in Intrusion Detection, 12th International Symposium, 2009
Online and adaptive anomaly Detection: detecting intrusions in unlabelled audit data streams.
Proceedings of the Extraction et gestion des connaissances (EGC'2009), 2009
Diagnostic multi-sources adaptatif. Application à la détection d'intrusion dans des serveurs Web.
Proceedings of the Extraction et gestion des connaissances (EGC'2009), 2009
2008
Mining Temporal Patterns with Quantitative Intervals.
Proceedings of the Workshops Proceedings of the 8th IEEE International Conference on Data Mining (ICDM 2008), 2008
2007
Interprétation collaborative de séries temporelles. Application à des données de réanimation médicale. (Collaborative interpretation of multivariate time series. Application to data from intensive care units).
PhD thesis, 2007
Knowledge construction from time series data using a collaborative exploration system.
J. Biomed. Informatics, 2007
A Human-Machine Cooperative Approach for Time Series Data Interpretation.
Proceedings of the Artificial Intelligence in Medicine, 2007
2005
Partenariat utilisateur-SMA pour l'apprentissage à partir de séries temporelles : Application au monitoring en soins intensifs (article court).
Proceedings of the Systèmes Multi-Agents, 2005
Apprentissage de scénarios à partir de séries temporelles multivariées.
Proceedings of the Extraction et gestion des connaissances (EGC'2005), 2005
Human/Computer Interaction to Learn Scenarios from ICU Multivariate Time Series.
Proceedings of the Artificial Intelligence in Medicine, 2005