Advanced Analytics and Learning on Temporal Data - 10th ECML PKDD Workshop, AALTD 2025, Porto, Portugal, September 19, 2025, Revised Selected Papers

Vincent Lemaire 0001 Orange Labs, Lannion, France http://www.vincentlemaire-labs.fr/ https://scholar.google.com/citations?user=kA_LLAQAAAAJ https://openreview.net/profile?id=~Vincent_Lemaire2 https://www.linkedin.com/in/vincentlemaire https://orcid.org/0000-0002-6030-2356 Vincent Lemaire Vincent Lemaire 0002 Sorbonne University, LPSM, Paris, France https://perso.lpsm.paris/~vlemaire https://openreview.net/profile?id=~Vincent_Lemaire1 https://orcid.org/0000-0002-0433-7722 https://www.wikidata.org/entity/Q102312573 Vincent Lemaire 0003 National Institute for Industrial Environment and Risks, Verneuil-en-Halatte, France https://orcid.org/0000-0002-8048-1048 Vincent Lemaire 0001 Georgiana Ifrim Anthony J. Bagnall Simon Malinowski Patrick Schäfer 0001 Romain Tavenard Advanced Analytics and Learning on Temporal Data - 10th ECML PKDD Workshop, AALTD 2025, Porto, Portugal, September 19, 2025, Revised Selected Papers AALTD@ECML/PKDD Springer 2026 Lecture Notes in Computer Science 16255 978-3-032-15534-4 978-3-032-15535-1 https://doi.org/10.1007/978-3-032-15535-1 db/conf/aaltd/aaltd2025.html

Vincent Lemaire 0001 Nédra Meloulli Pierre Jaquet Temporal Sepsis Modeling: a Fully Interpretable Relational Way. 2026 January abs/2601.21747 CoRR https://doi.org/10.48550/arXiv.2601.21747 db/journals/corr/corr2601.html#abs-2601-21747 streams/journals/corr

Aurélien Renault Alexis Bondu Antoine Cornuéjols Vincent Lemaire 0001 Early Classification of Time Series in Non-Stationary Cost Regimes. 2026 February abs/2602.00918 CoRR https://doi.org/10.48550/arXiv.2602.00918 db/journals/corr/corr2602.html#abs-2602-00918 streams/journals/corr

Ludovic Arga François Bélorgey Arnaud Braud Romain Carbou Nathalie Charbonniaud Catherine Colomes Lionel Delphin-Poulat David Excoffier Christel Fauché Thomas George Frédéric Guyard Thomas Hassan Quentin Lampin Vincent Lemaire 0001 Pierre Nodet Pawel Piotrowski Krzysztof Sapiejewski Emilie Sirvent-Hien Tamara Tosic Frugal AI: Introduction, Concepts, Development and Open Questions. 72-111 2025 June 27 SIGKDD Explor. 1 https://doi.org/10.1145/3748239.3748247 db/journals/sigkdd/sigkdd27.html#ArgaBBCCCDEFGGHLLNPSST25 streams/journals/sigkdd

Aurélien Renault Alexis Bondu Antoine Cornuéjols Vincent Lemaire 0001 Early Classification of Time Series: A Survey and Benchmark. 2025 2025 Trans. Mach. Learn. Res. https://openreview.net/forum?id=bcNDYmBicK db/journals/tmlr/tmlr2025.html#RenaultBCL25 streams/journals/tmlr

Marine Hamon Vincent Lemaire 0001 Noureddine Yassine Nair Benrekia Samuel Berlemont Julien Cumin Unsupervised Feature Construction for Time Series Anomaly Detection - An Evaluation. 120-133 2025 AALTD@ECML/PKDD https://doi.org/10.1007/978-3-032-15535-1_8 conf/aaltd/2025 db/conf/aaltd/aaltd2025.html#HamonLBBC25 streams/conf/aaltd Hugo Peuzet Pascale Kuntz Frank Meyer Vincent Lemaire 0001 Killian Le Mau Operational Evaluation of Algorithms for Online Streaming Continual Multi-Label Classification. 1-10 2025 DSAA https://doi.org/10.1109/DSAA65442.2025.11247971 conf/dsaa/2025 db/conf/dsaa/dsaa2025.html#PeuzetKMLM25 streams/conf/dsaa Aurélien Renault Dominique Gay Noureddine Yassine Nair Benrekia Vincent Lemaire 0001 Alexis Bondu Automatic Feature Engineering for Time Series Extrinsic Regression: A Comparative Study of Signal Processing Libraries. 1-9 2025 DSAA https://doi.org/10.1109/DSAA65442.2025.11247984 conf/dsaa/2025 db/conf/dsaa/dsaa2025.html#RenaultGBLB25 streams/conf/dsaa Hugo Peuzet Pascale Kuntz Frank Meyer Vincent Lemaire 0001 Killian Le Mau Apprentissage multi-labels et multi-tâches en continu pour données tabulaires: proposition d'un protocole de création de tâches et évaluation de classifieurs. 51-62 2025 EGC http://editions-rnti.fr/?inprocid=1002983 conf/f-egc/2025 db/conf/f-egc/egc2025.html#PeuzetKM0M25 Marine Hamon Vincent Lemaire 0001 Noureddine Yassine Nair Benrekia Samuel Berlemont Julien Cumin Construction non-supervisée de variables pour la détection d'anomalies dans les séries temporelles. 123-134 2025 EGC http://editions-rnti.fr/?inprocid=1002989 conf/f-egc/2025 db/conf/f-egc/egc2025.html#Hamon0BBC25 Ilies Chibane Thomas George Pierre Nodet Vincent Lemaire 0001 Calibration des modèles d'apprentissage pour l'amélioration des détecteurs automatiques d'exemples mal-étiquetés. 327-334 2025 EGC http://editions-rnti.fr/?inprocid=1003010 conf/f-egc/2025 db/conf/f-egc/egc2025.html#ChibaneGN025 Arthur Hoarau Vincent Lemaire 0001 DEMAU: Decompose, Explore, Model & Analyse Uncertainties. 559-565 2025 EGC http://editions-rnti.fr/?inprocid=1003057 conf/f-egc/2025 db/conf/f-egc/egc2025.html#Hoarau025 Marc Boullé Nicolas Voisine Bruno Guerraz Carine Hue Felipe Olmos Vladimir Popescu Stéphane Gouache Stéphane Bouget Alexis Bondu Luc-Aurélien Gauthier Noureddine Yassine Nair Benrekia Fabrice Clérot Vincent Lemaire 0001 Khiops: apprentissage automatique sans hyperparamètre. 575-582 2025 EGC http://editions-rnti.fr/?inprocid=1003053 conf/f-egc/2025 db/conf/f-egc/egc2025.html#BoulleVGHOPGBBG25 Xihui Wang Hugo Peuzet Pascale Kuntz Frank Meyer Vincent Lemaire 0001 Memory Combination-Based Approaches for Multi-label Classification on Non-Stationary Data Streams. 221-233 2025 IDEAL (2) https://doi.org/10.1007/978-3-032-10489-2_19 conf/ideal/2025-2 db/conf/ideal/ideal2025-2.html#WangPKML25 streams/conf/ideal Vincent Lemaire 0001 Georgiana Ifrim Anthony J. Bagnall Thomas Guyet Simon Malinowski Patrick Schäfer 0001 Romain Tavenard Advanced Analytics and Learning on Temporal Data - 9th ECML PKDD Workshop, AALTD 2024, Vilnius, Lithuania, September 9-13, 2024, Revised Selected Papers AALTD@ECML/PKDD Springer 2025 Lecture Notes in Computer Science 15433 978-3-031-77065-4 978-3-031-77066-1 https://doi.org/10.1007/978-3-031-77066-1 db/conf/aaltd/aaltd2024.html

Marine Hamon Vincent Lemaire 0001 Noureddine Yassine Nair Benrekia Samuel Berlemont Julien Cumin Unsupervised Feature Construction for Anomaly Detection in Time Series - An Evaluation. 2025 January abs/2501.07999 CoRR https://doi.org/10.48550/arXiv.2501.07999 db/journals/corr/corr2501.html#abs-2501-07999 streams/journals/corr

Aurélien Renault Alexis Bondu Antoine Cornuéjols Vincent Lemaire 0001 Deep Reinforcement Learning based Triggering Function for Early Classifiers of Time Series. 2025 February abs/2502.06584 CoRR https://doi.org/10.48550/arXiv.2502.06584 db/journals/corr/corr2502.html#abs-2502-06584 streams/journals/corr

Marc Boullé Nicolas Voisine Bruno Guerraz Carine Hue Felipe Olmos Vladimir Popescu Stéphane Gouache Stéphane Bouget Alexis Bondu Luc-Aurélien Gauthier Noureddine Yacine Nair Benrekia Fabrice Clérot Vincent Lemaire 0001 Khiops: An End-to-End, Frugal AutoML and XAI Machine Learning Solution for Large, Multi-Table Databases. 2025 August abs/2508.20519 CoRR https://doi.org/10.48550/arXiv.2508.20519 db/journals/corr/corr2508.html#abs-2508-20519 streams/journals/corr

Ilies Chibane Thomas George Pierre Nodet Vincent Lemaire 0001 Calibration improves detection of mislabeled examples. 2025 November abs/2511.02738 CoRR https://doi.org/10.48550/arXiv.2511.02738 db/journals/corr/corr2511.html#abs-2511-02738 streams/journals/corr

Colin Troisemaine Alexandre Reiffers-Masson Stéphane Gosselin Vincent Lemaire 0001 Sandrine Vaton A practical approach to novel class discovery in tabular data. 2087-2116 2024 July 38 Data Min. Knowl. Discov. 4 https://doi.org/10.1007/s10618-024-01025-y db/journals/datamine/datamine38.html#TroisemaineRGLV24 streams/journals/datamine

Arthur Hoarau Vincent Lemaire 0001 Yolande Le Gall Jean-Christophe Dubois Arnaud Martin 0001 Evidential uncertainty sampling strategies for active learning. 6453-6474 2024 September 113 Mach. Learn. 9 https://doi.org/10.1007/s10994-024-06567-2 db/journals/ml/ml113.html#HoarauLGDM24 streams/journals/ml

Thomas George Pierre Nodet Alexis Bondu Vincent Lemaire 0001 Mislabeled examples detection viewed as probing machine learning models: concepts, survey and extensive benchmark. 2024 2024 Trans. Mach. Learn. Res. https://openreview.net/forum?id=3YlOr7BHkx db/journals/tmlr/tmlr2024.html#GeorgeNB024

Oumaima Badi Maxime Devanne Ali Ismail-Fawaz Javidan Abdullayev Vincent Lemaire 0001 Stefano Berretti Jonathan Weber Germain Forestier COCALITE: A Hybrid Model COmbining CAtch22 and LITE for Time Series Classification. 1229-1236 2024 IEEE Big Data https://doi.org/10.1109/BigData62323.2024.10825872 conf/bigdataconf/2024 db/conf/bigdataconf/bigdataconf2024.html#BadiDIA0BWF24 Vincent Lemaire 0001 Nathan Le Boudec Françoise Fessant Victor Guyomard Voir le processus de création d'exemples contrefactuels comme une source de connaissance - Application au classifieur Naïf de Bayes. 47-58 2024 EGC https://editions-rnti.fr/?inprocid=1002903 conf/f-egc/2024 db/conf/f-egc/egc2024.html#0001BFG24 Arthur Hoarau Vincent Lemaire 0001 Arnaud Martin 0001 Jean-Christophe Dubois Yolande Le Gall Méthode crédibiliste pour l'extraction d'incertitudes sans dépendance aux observations. 207-214 2024 EGC https://editions-rnti.fr/?inprocid=1002917 conf/f-egc/2024 db/conf/f-egc/egc2024.html#Hoarau0MDG24 Vincent Lemaire 0001 Nathan Le Boudec Victor Guyomard Françoise Fessant Viewing the process of generating counterfactuals as a source of knowledge: a new approach for explaining classifiers. 1-8 2024 IJCNN https://doi.org/10.1109/IJCNN60899.2024.10650565 conf/ijcnn/2024 db/conf/ijcnn/ijcnn2024.html#LemaireBGF24 streams/conf/ijcnn Mirko Bunse Marek Herde Georg Krempl Vincent Lemaire 0001 Alaa Tharwat Minh Tuan Pham Amal Saadallah Proceedings of the Workshop on Interactive Adaptive Learning co-located with European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD 2024), Vilnius, Lithuania, September 9th, 2024. IAL@PKDD/ECML CEUR-WS.org 2024 CEUR Workshop Proceedings 3770 https://ceur-ws.org/Vol-3770 https://nbn-resolving.org/urn:nbn:de:0074-3770-3 db/conf/ial/ial2024.html

Colin Troisemaine Vincent Lemaire 0001 Constructing Variables Using Classifiers as an Aid to Regression: An Empirical Assessment. 2024 abs/2403.06829 CoRR https://doi.org/10.48550/arXiv.2403.06829 db/journals/corr/corr2403.html#abs-2403-06829

Aurélien Renault Alexis Bondu Antoine Cornuéjols Vincent Lemaire 0001 Early Classification of Time Series: Taxonomy and Benchmark. 2024 abs/2406.18332 CoRR https://doi.org/10.48550/arXiv.2406.18332 db/journals/corr/corr2406.html#abs-2406-18332 streams/journals/corr

Aurélien Renault Youssef Achenchabe Edouard Bertrand Alexis Bondu Antoine Cornuéjols Vincent Lemaire 0001 Asma Dachraoui ml_edm package: a Python toolkit for Machine Learning based Early Decision Making. 2024 abs/2408.12925 CoRR https://doi.org/10.48550/arXiv.2408.12925 db/journals/corr/corr2408.html#abs-2408-12925 streams/journals/corr

Arthur Hoarau Vincent Lemaire 0001 DEMAU: Decompose, Explore, Model and Analyse Uncertainties. 2024 abs/2409.08105 CoRR https://doi.org/10.48550/arXiv.2409.08105 db/journals/corr/corr2409.html#abs-2409-08105 streams/journals/corr

Thomas George Pierre Nodet Alexis Bondu Vincent Lemaire 0001 Mislabeled examples detection viewed as probing machine learning models: concepts, survey and extensive benchmark. 2024 abs/2410.15772 CoRR https://doi.org/10.48550/arXiv.2410.15772 db/journals/corr/corr2410.html#abs-2410-15772 streams/journals/corr

Pierre Nodet Vincent Lemaire 0001 Alexis Bondu Antoine Cornuéjols Biquality learning: a framework to design algorithms dealing with closed-set distribution shifts. 4663-4692 2023 December 112 Mach. Learn. 12 https://doi.org/10.1007/s10994-023-06372-3 db/journals/ml/ml112.html#NodetLBC23

Arik Ermshaus Patrick Schäfer 0001 Anthony J. Bagnall Thomas Guyet Georgiana Ifrim Vincent Lemaire 0001 Ulf Leser Colin Leverger Simon Malinowski Human Activity Segmentation Challenge @ ECML/PKDD'23. 3-13 2023 AALTD@ECML/PKDD https://doi.org/10.1007/978-3-031-49896-1_1 conf/aaltd/2023 db/conf/aaltd/aaltd2023.html#ErmshausSBGILLLM23 Vincent Lemaire 0001 Fabrice Clérot Marc Boullé Comparaison des valeurs de Shapley et des valeurs du poids de l'évidence dans le cas du classifieur naïf de Bayes. 385-392 2023 EGC https://editions-rnti.fr/?inprocid=1002841 conf/f-egc/2023 db/conf/f-egc/egc2023.html#0001CB23 Colin Troisemaine Joachim Flocon-Cholet Stéphane Gosselin Sandrine Vaton Alexandre Reiffers-Masson Vincent Lemaire 0001 Découvrir de nouvelles classes dans des données tabulaires. 467-474 2023 EGC https://editions-rnti.fr/?inprocid=1002851 conf/f-egc/2023 db/conf/f-egc/egc2023.html#TroisemaineFGVR23 Aurélien Renault Alexis Bondu Vincent Lemaire 0001 Dominique Gay Automatic Feature Engineering for Time Series Classification: Evaluation and Discussion. 1-10 2023 IJCNN https://doi.org/10.1109/IJCNN54540.2023.10191074 conf/ijcnn/2023 db/conf/ijcnn/ijcnn2023.html#RenaultBLG23 Vincent Lemaire 0001 Fabrice Clérot Marc Boullé An Efficient Shapley Value Computation for the Naive Bayes Classifier. 75-90 2023 PKDD/ECML Workshops (1) https://doi.org/10.1007/978-3-031-74630-7_6 conf/pkdd/2023-w1 db/conf/pkdd/pkdd2023-w1.html#0001CB23 Colin Troisemaine Joachim Flocon-Cholet Stéphane Gosselin Alexandre Reiffers-Masson Sandrine Vaton Vincent Lemaire 0001 An Interactive Interface for Novel Class Discovery in Tabular Data. 295-299 2023 ECML/PKDD (7) https://doi.org/10.1007/978-3-031-43430-3_18 conf/pkdd/2023-7 db/conf/pkdd/pkdd2023-7.html#TroisemaineFGRVL23 Thomas Guyet Georgiana Ifrim Simon Malinowski Anthony J. Bagnall Patrick Schäfer 0001 Vincent Lemaire 0001 Advanced Analytics and Learning on Temporal Data - 7th ECML PKDD Workshop, AALTD 2022, Grenoble, France, September 19-23, 2022, Revised Selected Papers AALTD@ECML/PKDD Springer 2023 Lecture Notes in Computer Science 13812 978-3-031-24377-6 978-3-031-24378-3 https://doi.org/10.1007/978-3-031-24378-3 db/conf/aaltd/aaltd2022.html Georgiana Ifrim Romain Tavenard Anthony J. Bagnall Patrick Schäfer 0001 Simon Malinowski Thomas Guyet Vincent Lemaire 0001 Advanced Analytics and Learning on Temporal Data - 8th ECML PKDD Workshop, AALTD 2023, Turin, Italy, September 18-22, 2023, Revised Selected Papers AALTD@ECML/PKDD Springer 2023 Lecture Notes in Computer Science 14343 978-3-031-49895-4 978-3-031-49896-1 https://doi.org/10.1007/978-3-031-49896-1 db/conf/aaltd/aaltd2023.html Mirko Bunse Barbara Hammer Georg Krempl Vincent Lemaire 0001 Alaa Tharwat Amal Saadallah Proceedings of the Workshop on Interactive Adaptive Learning co-located with European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD 2023), Torino, Italy, September 22nd, 2023. IAL@PKDD/ECML CEUR-WS.org 2023 CEUR Workshop Proceedings 3470 https://ceur-ws.org/Vol-3470 https://nbn-resolving.org/urn:nbn:de:0074-3470-3 db/conf/ial/ial2023.html

Colin Troisemaine Vincent Lemaire 0001 Stéphane Gosselin Alexandre Reiffers-Masson Joachim Flocon-Cholet Sandrine Vaton Novel Class Discovery: an Introduction and Key Concepts. 2023 abs/2302.12028 CoRR https://doi.org/10.48550/arXiv.2302.12028 db/journals/corr/corr2302.html#abs-2302-12028

Colin Troisemaine Joachim Flocon-Cholet Stéphane Gosselin Alexandre Reiffers-Masson Sandrine Vaton Vincent Lemaire 0001 An Interactive Interface for Novel Class Discovery in Tabular Data. 2023 abs/2306.12919 CoRR https://doi.org/10.48550/arXiv.2306.12919 db/journals/corr/corr2306.html#abs-2306-12919

Vincent Lemaire 0001 Fabrice Clérot Marc Boullé An Efficient Shapley Value Computation for the Naive Bayes Classifier. 2023 abs/2307.16718 CoRR https://doi.org/10.48550/arXiv.2307.16718 db/journals/corr/corr2307.html#abs-2307-16718

Aurélien Renault Alexis Bondu Vincent Lemaire 0001 Dominique Gay Automatic Feature Engineering for Time Series Classification: Evaluation and Discussion. 2023 abs/2308.01071 CoRR https://doi.org/10.48550/arXiv.2308.01071 db/journals/corr/corr2308.html#abs-2308-01071

Pierre Nodet Vincent Lemaire 0001 Alexis Bondu Antoine Cornuéjols biquality-learn: a Python library for Biquality Learning. 2023 abs/2308.09643 CoRR https://doi.org/10.48550/arXiv.2308.09643 db/journals/corr/corr2308.html#abs-2308-09643

Pierre Nodet Vincent Lemaire 0001 Alexis Bondu Antoine Cornuéjols Biquality Learning: a Framework to Design Algorithms Dealing with Closed-Set Distribution Shifts. 2023 abs/2308.15132 CoRR https://doi.org/10.48550/arXiv.2308.15132 db/journals/corr/corr2308.html#abs-2308-15132

Vincent Lemaire 0001 Nathan Le Boudec Françoise Fessant Victor Guyomard Viewing the process of generating counterfactuals as a source of knowledge - Application to the Naive Bayes classifier. 2023 abs/2309.04284 CoRR https://doi.org/10.48550/arXiv.2309.04284 db/journals/corr/corr2309.html#abs-2309-04284

Arthur Hoarau Vincent Lemaire 0001 Arnaud Martin 0001 Jean-Christophe Dubois Yolande Le Gall Evidential uncertainties on rich labels for active learning. 2023 abs/2309.12494 CoRR https://doi.org/10.48550/arXiv.2309.12494 db/journals/corr/corr2309.html#abs-2309-12494

Colin Troisemaine Alexandre Reiffers-Masson Stéphane Gosselin Vincent Lemaire 0001 Sandrine Vaton A Practical Approach to Novel Class Discovery in Tabular Data. 2023 abs/2311.05440 CoRR https://doi.org/10.48550/arXiv.2311.05440 db/journals/corr/corr2311.html#abs-2311-05440

Alexis Bondu Youssef Achenchabe Albert Bifet Fabrice Clérot Antoine Cornuéjols João Gama 0001 Georges Hébrail Vincent Lemaire 0001 Pierre-Francois Marteau Open challenges for Machine Learning based Early Decision-Making research. 12-31 2022 24 SIGKDD Explor. 2 https://doi.org/10.1145/3575637.3575643 db/journals/sigkdd/sigkdd24.html#BonduABCCGHLM22

Youssef Achenchabe Alexis Bondu Antoine Cornuéjols Vincent Lemaire 0001 When to Classify Events in Open Times Series? 1-16 2022 ACML https://proceedings.mlr.press/v189/achenchabe23a.html conf/acml/2022 db/conf/acml/acml2022.html#AchenchabeBA022 Laura Uhl Vincent Augusto Vincent Lemaire 0001 Youenn Alexandre Fanny Jardinaud Paolo Bercelli Saber Aloui Progressive prediction of hospitalisation and patient disposition in the emergency department. 1719-1728 2022 IEEE Big Data https://doi.org/10.1109/BigData55660.2022.10020777 conf/bigdataconf/2022 db/conf/bigdataconf/bigdataconf2022.html#UhlALAJBA22 Colin Troisemaine Vincent Lemaire 0001 Construction de variables à l'aide de classifieurs comme aide à la régression : une évaluation empirique. 217-224 2022 EGC https://editions-rnti.fr/?inprocid=1002730 conf/f-egc/2022 db/conf/f-egc/egc2022.html#Troisemaine022 Pierre Nodet Vincent Lemaire 0001 Alexis Bondu Antoine Cornuéjols Repondération Préférentielle pour l'Apprentissage Biqualité. 339-346 2022 EGC https://editions-rnti.fr/?inprocid=1002745 conf/f-egc/2022 db/conf/f-egc/egc2022.html#Nodet0BC22 Colin Troisemaine Joachim Flocon-Cholet Stéphane Gosselin Sandrine Vaton Alexandre Reiffers-Masson Vincent Lemaire 0001 A Method for Discovering Novel Classes in Tabular Data. 265-274 2022 ICKG https://doi.org/10.1109/ICKG55886.2022.00041 conf/icbk/2022 db/conf/icbk/ickg2022.html#TroisemaineFGVRL22 Youssef Achenchabe Alexis Bondu Antoine Cornuéjols Vincent Lemaire 0001 Early and Revocable Time Series Classification. 1-8 2022 IJCNN https://doi.org/10.1109/IJCNN55064.2022.9892391 conf/ijcnn/2022 db/conf/ijcnn/ijcnn2022.html#AchenchabeBCL22 Georg Krempl Vincent Lemaire 0001 Daniel Kottke Andreas Holzinger Barbara Hammer Proceedings of the Workshop on Interactive Adaptive Learning (IAL 2021) co-located with the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2021), Bilbao, Spain, September 13, 2021. IAL@PKDD/ECML CEUR-WS.org CEUR Workshop Proceedings 3079 2022 https://ceur-ws.org/Vol-3079 https://nbn-resolving.org/urn:nbn:de:0074-3079-5 db/conf/pkdd/ial2021.html

Youssef Achenchabe Alexis Bondu Antoine Cornuéjols Vincent Lemaire 0001 ECOTS: Early Classification in Open Time Series. 2022 abs/2204.00392 CoRR https://doi.org/10.48550/arXiv.2204.00392 db/journals/corr/corr2204.html#abs-2204-00392

Alexis Bondu Youssef Achenchabe Albert Bifet Fabrice Clérot Antoine Cornuéjols João Gama 0001 Georges Hébrail Vincent Lemaire 0001 Pierre-François Marteau Open challenges for Machine Learning based Early Decision-Making research. 2022 abs/2204.13111 CoRR https://doi.org/10.48550/arXiv.2204.13111 db/journals/corr/corr2204.html#abs-2204-13111

Colin Troisemaine Joachim Flocon-Cholet Stéphane Gosselin Sandrine Vaton Alexandre Reiffers-Masson Vincent Lemaire 0001 A Method for Discovering Novel Classes in Tabular Data. 2022 abs/2209.01217 CoRR https://doi.org/10.48550/arXiv.2209.01217 db/journals/corr/corr2209.html#abs-2209-01217

Colin Troisemaine Joachim Flocon-Cholet Stéphane Gosselin Sandrine Vaton Alexandre Reiffers-Masson Vincent Lemaire 0001 Découvrir de nouvelles classes dans des données tabulaires. 2022 abs/2211.16352 CoRR https://doi.org/10.48550/arXiv.2211.16352 db/journals/corr/corr2211.html#abs-2211-16352

Paul-Emile Zafar Youssef Achenchabe Alexis Bondu Antoine Cornuéjols Vincent Lemaire 0001 Early Classification of Time Series: Cost-based multiclass Algorithms. 1-10 2021 DSAA https://doi.org/10.1109/DSAA53316.2021.9564134 conf/dsaa/2021 db/conf/dsaa/dsaa2021.html#ZafarABCL21 Pierre Nodet Vincent Lemaire 0001 Alexis Bondu Antoine Cornuéjols Adam Ouorou Importance Reweighting for Biquality Learning. 1-8 2021 IJCNN https://doi.org/10.1109/IJCNN52387.2021.9533349 conf/ijcnn/2021 db/conf/ijcnn/ijcnn2021.html#NodetLBCO21 Pierre Nodet Vincent Lemaire 0001 Alexis Bondu Antoine Cornuéjols Adam Ouorou From Weakly Supervised Learning to Biquality Learning: an Introduction. 1-10 2021 IJCNN https://doi.org/10.1109/IJCNN52387.2021.9533353 conf/ijcnn/2021 db/conf/ijcnn/ijcnn2021.html#NodetLBCO21a Xihui Wang Pascale Kuntz Frank Meyer Vincent Lemaire 0001 Multi-Label kNN classifier with Online Dual Memory on data stream. 405-413 2021 ICDM (Workshops) https://doi.org/10.1109/ICDMW53433.2021.00056 conf/incdm/2021w db/conf/incdm/incdm2021w.html#WangKML21 Dominique Gay Alexis Bondu Vincent Lemaire 0001 Marc Boullé Interpretable Feature Construction for Time Series Extrinsic Regression. 804-816 2021 PAKDD (1) https://doi.org/10.1007/978-3-030-75762-5_63 conf/pakdd/2021-1 db/conf/pakdd/pakdd2021-1.html#GayB0B21 Daniel Zhu Arnaud Martin 0001 Yolande Le Gall Jean-Christophe Dubois Vincent Lemaire 0001 Evidential Nearest Neighbours in Active Learning. 35-49 2021 IAL@PKDD/ECML https://ceur-ws.org/Vol-3079/ial2021_paper3.pdf conf/pkdd/2021ial db/conf/pkdd/ial2021.html#ZhuMGD021 Pierre Nodet Vincent Lemaire 0001 Alexis Bondu Antoine Cornuéjols Contrastive Representations for Label Noise Require Fine-Tuning. 89-104 2021 IAL@PKDD/ECML https://ceur-ws.org/Vol-3079/ial2021_paper8.pdf conf/pkdd/2021ial db/conf/pkdd/ial2021.html#Nodet0BC21 Vincent Lemaire 0001 Simon Malinowski Anthony J. Bagnall Thomas Guyet Romain Tavenard Georgiana Ifrim Advanced Analytics and Learning on Temporal Data - 6th ECML PKDD Workshop, AALTD 2021, Bilbao, Spain, September 13, 2021, Revised Selected Papers AALTD@ECML/PKDD Springer 2021 Lecture Notes in Computer Science 13114 978-3-030-91444-8 978-3-030-91445-5 https://doi.org/10.1007/978-3-030-91445-5 db/conf/aaltd/aaltd2021.html Jérôme Azé Vincent Lemaire 0001 Extraction et Gestion des Connaissances, EGC 2021, 25-29 Janvier 2021, Montpellier, France. Éditions RNTI EGC 2021 979-10-96289-14-1 RNTI E-37 https://editions-rnti.fr/?procid=100181 db/conf/f-egc/egc2021.html

Dominique Gay Alexis Bondu Vincent Lemaire 0001 Marc Boullé Interpretable Feature Construction for Time Series Extrinsic Regression. 2021 abs/2103.10247 CoRR https://arxiv.org/abs/2103.10247 db/journals/corr/corr2103.html#abs-2103-10247

Youssef Achenchabe Alexis Bondu Antoine Cornuéjols Vincent Lemaire 0001 Early Classification of Time Series is Meaningful. 2021 abs/2104.13257 CoRR https://arxiv.org/abs/2104.13257 db/journals/corr/corr2104.html#abs-2104-13257

Pierre Nodet Vincent Lemaire 0001 Alexis Bondu Antoine Cornuéjols Contrastive Representations for Label Noise Require Fine-Tuning. 2021 abs/2108.09154 CoRR https://arxiv.org/abs/2108.09154 db/journals/corr/corr2108.html#abs-2108-09154

Youssef Achenchabe Alexis Bondu Antoine Cornuéjols Vincent Lemaire 0001 Early and Revocable Time Series Classification. 2021 abs/2109.10285 CoRR https://arxiv.org/abs/2109.10285 db/journals/corr/corr2109.html#abs-2109-10285

Colin Troisemaine Vincent Lemaire 0001 Construction de variables à l'aide de classifieurs comme aide à la régression. 2021 abs/2112.03703 CoRR https://arxiv.org/abs/2112.03703 db/journals/corr/corr2112.html#abs-2112-03703

Dominique Gay Alexis Bondu Vincent Lemaire 0001 Marc Boullé Fabrice Clérot Multivariate Time Series Classification: A Relational Way. 316-330 2020 DaWaK https://doi.org/10.1007/978-3-030-59065-9_25 conf/dawak/2020 db/conf/dawak/dawak2020.html#GayBLBC20 Louis Desreumaux Vincent Lemaire 0001 Apprentissage par renforcement de stratégies d'apprentissage actif : une évaluation. 237-244 2020 EGC https://editions-rnti.fr/?inprocid=1002577 conf/f-egc/2020 db/conf/f-egc/egc2020.html#DesreumauxL20 Alexis Bondu Dominique Gay Vincent Lemaire 0001 Marc Boullé Eole Cervenka Sélections simultanées de variables et de représentations pour la classification de séries temporelles. 415-424 2020 EGC https://editions-rnti.fr/?inprocid=1002606 conf/f-egc/2020 db/conf/f-egc/egc2020.html#BonduGLBC20 Louis Desreumaux Vincent Lemaire 0001 Learning Active Learning at the Crossroads? Evaluation and Discussion. 38-54 2020 IAL@PKDD/ECML https://ceur-ws.org/Vol-2660/ialatecml_paper3.pdf conf/pkdd/2020ial db/conf/pkdd/ial2020.html#Desreumaux020 Daniel Kottke Georg Krempl Vincent Lemaire 0001 Andreas Holzinger Adrian Calma Proceedings of the Workshop on Interactive Adaptive Learning co-located with European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2020), Ghent, Belgium, September 14th, 2020. IAL@PKDD/ECML CEUR-WS.org CEUR Workshop Proceedings 2660 2020 https://ceur-ws.org/Vol-2660 https://nbn-resolving.org/urn:nbn:de:0074-2660-3 db/conf/pkdd/ial2020.html Vincent Lemaire 0001 Simon Malinowski Anthony J. Bagnall Alexis Bondu Thomas Guyet Romain Tavenard Advanced Analytics and Learning on Temporal Data - 4th ECML PKDD Workshop, AALTD 2019, Würzburg, Germany, September 20, 2019, Revised Selected Papers AALTD@PKDD/ECML Springer 2020 Lecture Notes in Computer Science 11986 978-3-030-39097-6 978-3-030-39098-3 https://doi.org/10.1007/978-3-030-39098-3 db/conf/pkdd/aaltd2019.html Vincent Lemaire 0001 Simon Malinowski Anthony J. Bagnall Thomas Guyet Romain Tavenard Georgiana Ifrim Advanced Analytics and Learning on Temporal Data - 5th ECML PKDD Workshop, AALTD 2020, Ghent, Belgium, September 18, 2020, Revised Selected Papers AALTD@PKDD/ECML Springer 2020 Lecture Notes in Computer Science 12588 978-3-030-65741-3 978-3-030-65742-0 https://doi.org/10.1007/978-3-030-65742-0 db/conf/pkdd/aaltd2020.html

Pierre Nodet Vincent Lemaire 0001 Alexis Bondu Antoine Cornuéjols Importance Reweighting for Biquality Learning. 2020 abs/2010.09621 CoRR https://arxiv.org/abs/2010.09621 db/journals/corr/corr2010.html#abs-2010-09621

Hugo Le Baher Vincent Lemaire 0001 Romain Trinquart On the intrinsic robustness of some leading classifiers and symetric loss function - an empirical evaluation. 2020 abs/2010.13570 CoRR https://arxiv.org/abs/2010.13570 db/journals/corr/corr2010.html#abs-2010-13570

Vincent Lemaire 0001 Oumaima Alaoui Ismaili Antoine Cornuéjols Dominique Gay Predictive K-means with local models. 2020 abs/2012.09630 CoRR https://arxiv.org/abs/2012.09630 db/journals/corr/corr2012.html#abs-2012-09630

Louis Desreumaux Vincent Lemaire 0001 Learning active learning at the crossroads? evaluation and discussion. 2020 abs/2012.09631 CoRR https://arxiv.org/abs/2012.09631 db/journals/corr/corr2012.html#abs-2012-09631

Pierre Nodet Vincent Lemaire 0001 Alexis Bondu Antoine Cornuéjols Adam Ouorou From Weakly Supervised Learning to Biquality Learning, a brief introduction. 2020 abs/2012.09632 CoRR https://arxiv.org/abs/2012.09632 db/journals/corr/corr2012.html#abs-2012-09632

Alexis Bondu Dominique Gay Vincent Lemaire 0001 Marc Boullé Eole Cervenka FEARS: a Feature and Representation Selection approach for Time Series Classification. 379-394 2019 ACML http://proceedings.mlr.press/v101/bondu19a.html conf/acml/2019 db/conf/acml/acml2019.html#BonduGLBC19 Sébastien Godard Nicolas Voisine Tanguy Urvoy Vincent Lemaire 0001 Apprentissage fédératif pour la prédiction du churn : une évaluation. 141-152 2019 EGC https://editions-rnti.fr/?inprocid=1002476 conf/f-egc/2019 db/conf/f-egc/egc2019.html#GodardVUL19 Colin Leverger Simon Malinowski Thomas Guyet Vincent Lemaire 0001 Alexis Bondu Alexandre Termier Toward a Framework for Seasonal Time Series Forecasting Using Clustering. 328-340 2019 IDEAL (1) https://doi.org/10.1007/978-3-030-33607-3_36 conf/ideal/2019-1 db/conf/ideal/ideal2019-1.html#LevergerMGLBT19 Vincent Lemaire 0001 Fabien Boitier Jelena Pesic Alexis Bondu Stéphane Ragot Fabrice Clérot Proactive Fiber Break Detection Based on Quaternion Time Series and Automatic Variable Selection from Relational Data. 26-42 2019 AALTD@PKDD/ECML https://doi.org/10.1007/978-3-030-39098-3_3 conf/pkdd/2019aaltd db/conf/pkdd/aaltd2019.html#LemaireBPBRC19 Jean Léon Bouraoui Sonia Le Meitour Romain Carbou Lina Maria Rojas-Barahona Vincent Lemaire 0001 Graph2Bots, Unsupervised Assistance for Designing Chatbots. 114-117 2019 SIGdial https://doi.org/10.18653/v1/W19-5915 conf/sigdial/2019 db/conf/sigdial/sigdial2019.html#BouraouiMCBL19

Dominique Gay Vincent Lemaire 0001 Should we Reload Time Series Classification Performance Evaluation ? (a position paper). 2019 abs/1903.03300 CoRR http://arxiv.org/abs/1903.03300 db/journals/corr/corr1903.html#abs-1903-03300

Fabien Boitier Jelena Pesic Vincent Lemaire 0001 Eric Dutisseuil José Manuel Estarán Tolosa Philippe Jennevé Nicolas Le Moing Haïk Mardoyan Patricia Layec Seamless Optical Path Restoration with Just-in-Time Resource Allocation Leveraging Machine Learning. 1-3 2018 ECOC https://doi.org/10.1109/ECOC.2018.8535279 conf/ecoc/2018 db/conf/ecoc/ecoc2018.html#BoitierPLDTJMML18 Vincent Lemaire 0001 Oumaima Alaoui Ismaili Apport des modèles locaux pour les K-moyennes prédictives. 191-202 2018 EGC https://editions-rnti.fr/?inprocid=1002379 conf/f-egc/2018 db/conf/f-egc/egc2018.html#LemaireI18 Colin Leverger Régis Marguerie Vincent Lemaire 0001 Thomas Guyet Simon Malinowski PerForecast : un outil de prévision de l'évolution de séries temporelles pour le planning capacitaire. 455-458 2018 EGC https://editions-rnti.fr/?inprocid=1002424 conf/f-egc/2018 db/conf/f-egc/egc2018.html#LevergerMLGM18 Georg Krempl Vincent Lemaire 0001 Daniel Kottke Adrian Calma Andreas Holzinger Robi Polikar Bernhard Sick Proceedings of the Workshop on Interactive Adaptive Learning co-located with European Conference on Machine Learning (ECML 2018) and Principles and Practice of Knowledge Discovery in Databases (PKDD 2018), Dublin, Ireland, September 10th, 2018. IAL@PKDD/ECML CEUR-WS.org CEUR Workshop Proceedings 2192 2018 https://ceur-ws.org/Vol-2192 https://nbn-resolving.org/urn:nbn:de:0074-2192-8 db/conf/pkdd/ial2018.html

Colin Leverger Vincent Lemaire 0001 Simon Malinowski Thomas Guyet Laurence Rozé Day-ahead time series forecasting: application to capacity planning. 2018 abs/1811.02215 CoRR http://arxiv.org/abs/1811.02215 db/journals/corr/corr1811.html#abs-1811-02215

Fabien Boitier Vincent Lemaire 0001 Jelena Pesic Lucia Chavarría Patricia Layec Sébastien Bigo Eric Dutisseuil Proactive Fiber Damage Detection in Real-time Coherent Receiver. 1-3 2017 ECOC https://doi.org/10.1109/ECOC.2017.8346077 conf/ecoc/2017 db/conf/ecoc/ecoc2017.html#BoitierLPCLBD17 Oumaima Alaoui Ismaili Vincent Lemaire 0001 Antoine Cornuéjols Un critère d'évaluation pour les K-moyennes prédictives. 297-302 2017 EGC https://editions-rnti.fr/?inprocid=1002288 conf/f-egc/2017 db/conf/f-egc/egc2017.html#IsmailiLC17 Georg Krempl Vincent Lemaire 0001 Robi Polikar Bernhard Sick Daniel Kottke Adrian Calma Proceedings of the Workshop and Tutorial on Interactive Adaptive Learning co-located with European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2017), Skopje, Macedonia, September 18, 2017. IAL@PKDD/ECML CEUR-WS.org CEUR Workshop Proceedings 1924 2017 https://ceur-ws.org/Vol-1924 https://nbn-resolving.org/urn:nbn:de:0074-1924-6 db/conf/pkdd/ial2017.html Oumaima Alaoui Ismaili Vincent Lemaire 0001 Antoine Cornuéjols Une méthode supervisée pour initialiser les centres des K-moyennes. 147-152 2016 EGC https://editions-rnti.fr/?inprocid=1002165 conf/f-egc/2016 db/conf/f-egc/egc2016.html#IsmailiLC16 Bruno Guerraz Marc Boullé Dominique Gay Vincent Lemaire 0001 Fabrice Clérot Analyse exploratoire par k-Coclustering avec Khiops CoViz. 493-498 2016 EGC https://editions-rnti.fr/?inprocid=1002206 conf/f-egc/2016 db/conf/f-egc/egc2016.html#GuerrazBGLC16 Pierre-Xavier Loeffel Vincent Lemaire 0001 Christophe Marsala Marcin Detyniecki Improving the Prediction Cost of Drift Handling Algorithms by Abstaining. 1213-1222 2016 ICDM Workshops https://doi.org/10.1109/ICDMW.2016.0175 https://doi.ieeecomputersociety.org/10.1109/ICDMW.2016.0175 conf/icdm/2016w db/conf/icdm/icdm2016w.html#LoeffelLMD16 Georg Krempl Vincent Lemaire 0001 Edwin Lughofer Daniel Kottke Proceedings of the Workshop on Active Learning: Applications, Foundations and Emerging Trends co-located with International Conference on Knowledge Technologies and Data-driven Business (i-KNOW 2016), Graz, Austria, October 18, 2016. AL@iKNOW CEUR-WS.org CEUR Workshop Proceedings 1707 2016 https://ceur-ws.org/Vol-1707 https://nbn-resolving.org/urn:nbn:de:0074-1707-7 db/conf/iknow/al2016.html

Georg Krempl Daniel Kottke Vincent Lemaire 0001 Optimised probabilistic active learning (OPAL) - For fast, non-myopic, cost-sensitive active classification. 449-476 2015 100 Mach. Learn. 2-3 https://doi.org/10.1007/s10994-015-5504-1 db/journals/ml/ml100.html#KremplKL15

Carine Hue Marc Boullé Vincent Lemaire 0001 Online Learning of a Weighted Selective Naive Bayes Classifier with Non-convex Optimization. 3-17 2015 EGC (best of volume) https://doi.org/10.1007/978-3-319-45763-5_1 conf/f-egc/2015sci db/conf/f-egc/sci2015.html#HueBL15 Cedric Thao Nicolas Voisine Vincent Lemaire 0001 Romain Trinquart Feedback - Study and Improvement of the Random Forest of the Mahout library in the context of marketing data of Orange. 413-424 2015 EGC https://editions-rnti.fr/?inprocid=1002104 conf/f-egc/2015 db/conf/f-egc/egc2015.html#ThaoVLT15 Vincent Lemaire 0001 Oumaima Alaoui Ismaili Antoine Cornuéjols An initialization scheme for supervized K-means. 1-8 2015 IJCNN https://doi.org/10.1109/IJCNN.2015.7280555 conf/ijcnn/2015 db/conf/ijcnn/ijcnn2015.html#LemaireIC15 Christophe Salperwyck Marc Boullé Vincent Lemaire 0001 Concept drift detection using supervised bivariate grids. 1-9 2015 IJCNN https://doi.org/10.1109/IJCNN.2015.7280460 conf/ijcnn/2015 db/conf/ijcnn/ijcnn2015.html#SalperwyckBL15 Christian Beyer Georg Krempl Vincent Lemaire 0001 How to select information that matters: a comparative study on active learning strategies for classification. 2:1-2:8 2015 I-KNOW https://doi.org/10.1145/2809563.2809594 conf/iknow/2015 db/conf/iknow/iknow2015.html#BeyerKL15

Patrick Luciano Ismail Rebai Vincent Lemaire 0001 Increasing loyalty using predictive modeling in Business-to-Business Telecommunication. 2015 abs/1506.03214 CoRR http://arxiv.org/abs/1506.03214 db/journals/corr/corr1506.html#LucianoRL15

Georg Krempl Indre Zliobaite Dariusz Brzezinski Eyke Hüllermeier Mark Last Vincent Lemaire 0001 Tino Noack Ammar Shaker Sonja Sievi Myra Spiliopoulou Jerzy Stefanowski Open challenges for data stream mining research. 1-10 2014 16 SIGKDD Explor. 1 https://doi.org/10.1145/2674026.2674028 db/journals/sigkdd/sigkdd16.html#KremplZBHLLNSSSS14

Vincent Lemaire 0001 Christophe Salperwyck Alexis Bondu A Survey on Supervised Classification on Data Streams. 88-125 2014 eBISS https://doi.org/10.1007/978-3-319-17551-5_4 conf/ebiss/2014 db/conf/ebiss/ebiss2014.html#LemaireSB14 Oumaima Alaoui Ismaili Vincent Lemaire 0001 Antoine Cornuéjols Supervised Pre-processings Are Useful for Supervised Clustering. 147-157 2014 ECDA https://doi.org/10.1007/978-3-319-25226-1_13 conf/ecda/2014 db/conf/ecda/ecda2014.html#IsmailiLC14 Javier G. Orlandi Bisakha Ray Demian Battaglia Isabelle Guyon Vincent Lemaire 0001 Mehreen Saeed Alexander R. Statnikov Olav Stetter Jordi Soriano First Connectomics Challenge: From Imaging to Connectivity. 1-22 2014 Neural Connectomics http://proceedings.mlr.press/v46/orlandi15.html conf/ecml/2014connectomics db/conf/ecml/connectomics2014.html#OrlandiRBGLSSSS14 Christophe Salperwyck Vincent Lemaire 0001 Carine Hue Classifieur naïf de Bayes pondéré pour flux de données. 275-286 2014 EGC https://editions-rnti.fr/?inprocid=1001938 conf/f-egc/2014 db/conf/f-egc/egc2014.html#SalperwyckLH14 Carine Hue Marc Boullé Vincent Lemaire 0001 Apprentissage incrémental anytime d'un classifieur Bayésien naïf pondéré. 287-298 2014 EGC https://editions-rnti.fr/?inprocid=1001939 conf/f-egc/2014 db/conf/f-egc/egc2014.html#HueBL14 Oumaima Alaoui Ismaili Vincent Lemaire 0001 Antoine Cornuéjols A Supervised Methodology to Measure the Variables Contribution to a Clustering. 159-166 2014 ICONIP (1) https://doi.org/10.1007/978-3-319-12637-1_20 conf/iconip/2014-1 db/conf/iconip/iconip2014-1.html#IsmailiLC14 Isabelle Guyon Demian Battaglia Alice Guyon Vincent Lemaire 0001 Javier G. Orlandi Bisakha Ray Mehreen Saeed Jordi Soriano Alexander R. Statnikov Olav Stetter Design of the first neuronal connectomics challenge: From imaging to connectivity. 2600-2607 2014 IJCNN https://doi.org/10.1109/IJCNN.2014.6889913 https://www.wikidata.org/entity/Q59459909 conf/ijcnn/2014 db/conf/ijcnn/ijcnn2014.html#GuyonBGLORSSSS14 Christophe Salperwyck Vincent Lemaire 0001 Carine Hue Incremental Weighted Naive Bays Classifiers for Data Stream. 179-190 2013 ECDA https://doi.org/10.1007/978-3-662-44983-7_16 conf/ecda/2013 db/conf/ecda/ecda2013.html#SalperwyckLH13 Christophe Salperwyck Marc Boullé Vincent Lemaire 0001 Grille bivariée pour la détection de changement dans un flux étiqueté. 389-400 2013 EGC conf/f-egc/2013 db/conf/f-egc/egc2013.html#SalperwyckBL13 https://editions-rnti.fr/?inprocid=1001859 Laurent Candillier Vincent Lemaire 0001 Active learning in the real-world design and analysis of the Nomao challenge. 1-8 2013 IJCNN https://doi.org/10.1109/IJCNN.2013.6706908 conf/ijcnn/2013 db/conf/ijcnn/ijcnn2013.html#CandillierL13 Christophe Salperwyck Vincent Lemaire 0001 Incremental decision tree based on order statistics. 1-8 2013 IJCNN https://doi.org/10.1109/IJCNN.2013.6706907 conf/ijcnn/2013 db/conf/ijcnn/ijcnn2013.html#SalperwyckL13 Christophe Salperwyck Vincent Lemaire 0001 A Two Layers Incremental Discretization Based on Order Statistics. 315-323 2013 Statistical Models for Data Analysis https://doi.org/10.1007/978-3-319-00032-9_36 series/class/331900031 db/series/class/class331900031.html#SalperwyckL13

Isabelle Guyon Gideon Dror Vincent Lemaire 0001 Daniel L. Silver Graham W. Taylor David W. Aha Analysis of the IJCNN 2011 UTL challenge. 174-178 2012 32 Neural Networks https://doi.org/10.1016/j.neunet.2012.02.010 https://www.wikidata.org/entity/Q44463206 db/journals/nn/nn32.html#GuyonDLSTA12

Vincent Lemaire 0001 Nicolas Creff Fabrice Clérot K-moyennes contraintes par un classifieur. Application à la personnalisation de scores de campagnes. 155-166 2012 EGC conf/f-egc/2012 db/conf/f-egc/egc2012.html#LemaireCC12 https://editions-rnti.fr/?inprocid=1001155 Daniel L. Silver Isabelle Guyon Graham W. Taylor Gideon Dror Vincent Lemaire 0001 ICML2011 Unsupervised and Transfer Learning Workshop. 1-16 ICML Unsupervised and Transfer Learning conf/icml/2011utl 2012 http://proceedings.mlr.press/v27/silver12a.html db/journals/jmlr/jmlrp27.html#SilverGTDL12 Isabelle Guyon Gideon Dror Vincent Lemaire 0001 Graham W. Taylor Daniel L. Silver Unsupervised and Transfer Learning - Workshop held at ICML 2011, Bellevue, Washington, USA, July 2, 2011 ICML Unsupervised and Transfer Learning 2012 JMLR.org JMLR Proceedings 27 http://proceedings.mlr.press/v27/ db/journals/jmlr/jmlrp27.html Laurent Candillier Vincent Lemaire 0001 Nomao. 2012 July https://doi.org/10.24432/C53G79 UCI-MLR streams/repo/ucimlr Isabelle Guyon Gideon Dror Vincent Lemaire 0001 Graham W. Taylor David W. Aha Unsupervised and transfer learning challenge. 793-800 2011 IJCNN https://doi.org/10.1109/IJCNN.2011.6033302 conf/ijcnn/2011 db/conf/ijcnn/ijcnn2011.html#GuyonDLTA11 Christophe Salperwyck Vincent Lemaire 0001 Learning with few examples: An empirical study on leading classifiers. 1010-1019 2011 IJCNN https://doi.org/10.1109/IJCNN.2011.6033333 conf/ijcnn/2011 db/conf/ijcnn/ijcnn2011.html#SalperwyckL11 Isabelle Guyon Gavin C. Cawley Gideon Dror Vincent Lemaire 0001 Results of the Active Learning Challenge. 19-45 Active Learning and Experimental Design @ AISTATS 2011 conf/aistats/2010w http://proceedings.mlr.press/v16/guyon11a/guyon11a.pdf db/journals/jmlr/jmlrp16.html#GuyonCDL11 Isabelle Guyon Gavin C. Cawley Gideon Dror Vincent Lemaire 0001 Alexander R. Statnikov Active Learning and Experimental Design workshop, In conjunction with AISTATS 2010, Sardinia, Italy, May 16, 2010 Active Learning and Experimental Design @ AISTATS 2011 JMLR.org JMLR Proceedings 16 http://proceedings.mlr.press/v16/ db/journals/jmlr/jmlrp16.html

Alexis Bondu Marc Boullé Vincent Lemaire 0001 A non-parametric semi-supervised discretization method. 35-57 2010 24 Knowl. Inf. Syst. 1 https://doi.org/10.1007/s10115-009-0230-2 db/journals/kais/kais24.html#BonduBL10

Christophe Salperwyck Vincent Lemaire 0001 Classification incrémentale supervisée : un panel introductif. 121-148 2010 AAFD http://editions-rnti.fr/?inprocid=1001104 conf/aafd/2010 db/conf/aafd/aafd2010.html#SalperwyckL10 Alexis Bondu Vincent Lemaire 0001 Marc Boullé Une nouvelle stratégie d'apprentissage Bayésienne. 707-708 2010 EGC conf/f-egc/2010 db/conf/f-egc/egc2010.html#BonduLB10 https://editions-rnti.fr/?inprocid=1001463 Alexis Bondu Vincent Lemaire 0001 Marc Boullé Exploration vs. exploitation in active learning : A Bayesian approach. 1-7 2010 IJCNN https://doi.org/10.1109/IJCNN.2010.5596815 conf/ijcnn/2010 db/conf/ijcnn/ijcnn2010.html#BonduLB10 Isabelle Guyon Gavin C. Cawley Gideon Dror Vincent Lemaire 0001 Design and analysis of the WCCI 2010 active learning challenge. 1-8 2010 IJCNN https://doi.org/10.1109/IJCNN.2010.5596506 conf/ijcnn/2010 db/conf/ijcnn/ijcnn2010.html#GuyonCDL10 Vincent Lemaire 0001 Marc Boullé Fabrice Clérot Pascal Gouzien A method to build a representation using a classifier and its use in a K Nearest Neighbors-based deployment. 1-8 2010 IJCNN https://doi.org/10.1109/IJCNN.2010.5596539 conf/ijcnn/2010 db/conf/ijcnn/ijcnn2010.html#LemaireBCG10 Raphaël Féraud Marc Boullé Fabrice Clérot Françoise Fessant Vincent Lemaire 0001 The Orange Customer Analysis Platform. 584-594 2010 ICDM https://doi.org/10.1007/978-3-642-14400-4_45 conf/incdm/2010 db/conf/incdm/incdm2010.html#FeraudBCFL10

Isabelle Guyon Vincent Lemaire 0001 Marc Boullé Gideon Dror David Vogel Design and analysis of the KDD cup 2009: fast scoring on a large orange customer database. 68-76 2009 11 SIGKDD Explor. 2 https://doi.org/10.1145/1809400.1809414 db/journals/sigkdd/sigkdd11.html#GuyonLBDV09

Vincent Lemaire 0001 Carine Hue Exploration des corrélations dans un classifieur - Application au placement d'offres commerciales. 61-66 2009 EGC conf/f-egc/2009 db/conf/f-egc/egc2009.html#LemaireH09 https://editions-rnti.fr/?inprocid=1000739 Isabelle Guyon Vincent Lemaire 0001 Marc Boullé Gideon Dror David Vogel Analysis of the KDD Cup 2009: Fast Scoring on a Large Orange Customer Database. 1-22 KDD Cup 2009 conf/kdd/2009kddcup http://proceedings.mlr.press/v7/guyon09.html db/journals/jmlr/jmlrp7.html#GuyonLBDV09 Gideon Dror Marc Boullé Isabelle Guyon Vincent Lemaire 0001 David Vogel Proceedings of KDD-Cup 2009 competition, Paris, France, June 28, 2009 KDD Cup 2009 JMLR.org JMLR Proceedings 7 http://proceedings.mlr.press/v7/ db/journals/jmlr/jmlrp7.html Vincent Lemaire 0001 Data MiningExploration, Sélection, Compréhension. 2008 University of Paris-Sud, Orsay, France https://tel.archives-ouvertes.fr/tel-05060488 Alexis Bondu Marc Boullé Vincent Lemaire 0001 Stéphane Loiseau Béatrice Duval A Non-parametric Semi-supervised Discretization Method. 53-62 2008 ICDM https://doi.org/10.1109/ICDM.2008.35 https://doi.ieeecomputersociety.org/10.1109/ICDM.2008.35 conf/icdm/2008 db/conf/icdm/icdm2008.html#BonduBLLD08 Vincent Lemaire 0001 Raphaël Féraud Nicolas Voisine Contact personalization using a score understanding method. 649-654 2008 IJCNN https://doi.org/10.1109/IJCNN.2008.4633863 conf/ijcnn/2008 db/conf/ijcnn/ijcnn2008.html#LemaireFV08 Alexis Bondu Vincent Lemaire 0001 Adaptive curiosity for emotions detection in speech. 674-680 2008 IJCNN https://doi.org/10.1109/IJCNN.2008.4633867 conf/ijcnn/2008 db/conf/ijcnn/ijcnn2008.html#BonduL08

Benedicte Bascle Olivier Bernier Vincent Lemaire 0001 Learning invariants to illumination changes typical of indoor environments: Application to image color correction. 132-142 2007 17 Int. J. Imaging Syst. Technol. 3 https://doi.org/10.1002/ima.20108 db/journals/imst/imst17.html#BascleBL07

Vincent Lemaire 0001 Raphaël Féraud Une méthode d'interprétation de scores. 191-192 2007 conf/f-egc/2007 EGC db/conf/f-egc/egc2007.html#LemaireF07 https://editions-rnti.fr/?inprocid=1001348 Alexis Bondu Vincent Lemaire 0001 Barbara Poulain Apprentissage actif d'émotions dans les dialogues Homme-Machine. 427-432 2007 conf/f-egc/2007 EGC db/conf/f-egc/egc2007.html#BonduLP07 https://editions-rnti.fr/?inprocid=1001428 Françoise Fessant Vincent Lemaire 0001 Fabrice Clérot Combining Several SOM Approaches in Data Mining: Application to ADSL Customer Behaviours Analysis. 343-354 2007 GfKl https://doi.org/10.1007/978-3-540-78246-9_41 conf/gfkl/2007 db/conf/gfkl/gfkl2007.html#FessantLC07 Alexis Bondu Vincent Lemaire 0001 Barbara Poulain Active Learning Strategies: A Case Study for Detection of Emotions in Speech. 228-241 2007 conf/incdm/2007 ICDM https://doi.org/10.1007/978-3-540-73435-2_18 db/conf/incdm/incdm2007.html#BonduLP07 Alexis Bondu Vincent Lemaire 0001 État de l'art sur les méthodes statistiques d'apprentissage actif. 207-226 2006 AAFD http://editions-rnti.fr/?inprocid=1000503 conf/aafd/2006 db/conf/aafd/aafd2006.html#BonduL06 Nicolas Bonnel 0002 Vincent Lemaire 0001 Alexandre Cotarmanac'h Annie Morin Effective Organization and Visualization of Web Search Results. 209-216 2006 conf/euroimsa/2006 EuroIMSA db/conf/euroimsa/euroimsa2006.html#BonnelLCM06 Benedicte Bascle Olivier Bernier Vincent Lemaire 0001 A Statistical Approach for Learning Invariants: Application to Image Color Correction and Learning Invariants to Illumination. 294-303 2006 conf/iconip/2006-2 ICONIP (2) https://doi.org/10.1007/11893257_33 db/conf/iconip/iconip2006-2.html#BascleBL06 Vincent Lemaire 0001 Raphaël Féraud Driven Forward Features Selection: A Comparative Study on Neural Networks. 693-702 2006 conf/iconip/2006-2 ICONIP (2) https://doi.org/10.1007/11893257_77 db/conf/iconip/iconip2006-2.html#LemaireF06 Benedicte Bascle Olivier Bernier Vincent Lemaire 0001 Illumination-Invariant Color Image Correction. 359-368 2006 conf/iwicpas/2006 IWICPAS https://doi.org/10.1007/11821045_38 db/conf/iwicpas/iwicpas2006.html#BascleBL06 Vincent Lemaire 0001 Fabrice Clérot An Input Variable Importance Definition based on Empirical Data Probability Distribution. 509-516 2006 Feature Extraction https://doi.org/10.1007/978-3-540-35488-8_27 books/sp/06/GNGZ2006 db/books/collections/GNGZ2006.html#LemaireC06 Vincent Lemaire 0001 Fabrice Clérot Sylvain Busson Rozenn Nicol Vincent Choqueuse Individualized HRTFs from few measurements: a statistical learning approach. 2041-2046 2005 IJCNN https://doi.org/10.1109/IJCNN.2005.1556214 conf/ijcnn/2005 db/conf/ijcnn/ijcnn2005.html#LemaireCBNC05 streams/conf/ijcnn Vincent Lemaire 0001 Fabrice Clérot The Many Faces of a Kohonen Map A Case Study: SOM-based Clustering for On-Line Fraud Behavior Classification. 1-13 2005 Classification and Clustering for Knowledge Discovery https://doi.org/10.1007/11011620_1 series/sci/2005-4 db/series/sci/sci4.html#LemaireC05 Vincent Lemaire 0001 Fabrice Clérot An input variable importance definition based on empirical data probability and its use in variable selection. 1375-1380 2004 IJCNN https://doi.org/10.1109/IJCNN.2004.1380149 conf/ijcnn/2004 db/conf/ijcnn/ijcnn2004.html#LemaireC04 streams/conf/ijcnn Vincent Lemaire 0001 Fabrice Clérot SOM-Based Clustering for On-Line Fraud Behavior Classification: A Case study. 576-580 2002 conf/fskd/2002 FSKD db/conf/fskd/fskd2002.html#LemaireC02

Vincent Lemaire 0001 Olivier Bernier Daniel Collobert Fabrice Clérot A New Method to Increase the Margin of Multilayer Perceptrons. 7-15 2000 11 Neural Process. Lett. 1 db/journals/npl/npl11.html#LemaireBCC00 https://doi.org/10.1023/A:1009607527399

Olivier Bernier Michel Collobert Raphaël Féraud Vincent Lemaire 0001 Jean-Emmanuel Viallet Daniel Collobert MULTRAK: A System for Automatic Multiperson Localization and Tracking in Real-Time. 136-140 1998 conf/icip/1998 ICIP (1) db/conf/icip/icip1998-1.html#BernierCFLVC98 https://doi.org/10.1109/ICIP.1998.723444 https://doi.ieeecomputersociety.org/10.1109/ICIP.1998.723444 Javidan Abdullayev Youssef Achenchabe David W. Aha Youenn Alexandre Saber Aloui Ludovic Arga Vincent Augusto Jérôme Azé Oumaima Badi Anthony J. Bagnall Hugo Le Baher Benedicte Bascle Demian Battaglia François Bélorgey Noureddine Yassine Nair BenrekiaNoureddine Yacine Nair Benrekia Paolo Bercelli Samuel Berlemont Olivier Bernier Stefano Berretti Edouard Bertrand Christian Beyer Albert Bifet Sébastien Bigo Fabien Boitier Alexis Bondu Nicolas Bonnel 0002 Nathan Le Boudec Stéphane Bouget Marc Boullé Jean Léon Bouraoui Arnaud Braud Dariusz Brzezinski Mirko Bunse Sylvain Busson Adrian Calma Laurent Candillier Romain Carbou Gavin C. Cawley Eole Cervenka Nathalie Charbonniaud Lucia Chavarría Ilies Chibane Vincent Choqueuse Fabrice Clérot Daniel Collobert Michel Collobert Catherine Colomes Antoine Cornuéjols Alexandre Cotarmanac'h Nicolas Creff Julien Cumin Asma Dachraoui Lionel Delphin-Poulat Louis Desreumaux Marcin Detyniecki Maxime Devanne Gideon Dror Jean-Christophe Dubois Eric Dutisseuil Béatrice Duval Arik Ermshaus José EstaránJosé Manuel Estarán Tolosa David Excoffier Christel Fauché Raphaël Féraud Françoise Fessant Joachim Flocon-Cholet Germain Forestier Yolande Le Gall João Gama 0001 Luc-Aurélien Gauthier Dominique Gay Thomas George Sébastien Godard Stéphane Gosselin Stéphane Gouache Pascal Gouzien Bruno Guerraz Frédéric Guyard Thomas Guyet Victor Guyomard Alice Guyon Isabelle Guyon Barbara Hammer Marine Hamon Thomas Hassan Georges Hébrail Marek Herde Emilie HienEmilie Sirvent-Hien Arthur Hoarau Andreas Holzinger Carine Hue Eyke Hüllermeier Georgiana Ifrim Ali Ismail-Fawaz Oumaima Alaoui Ismaili Pierre Jaquet Fanny Jardinaud Philippe Jennevé Daniel Kottke Georg Krempl Pascale Kuntz Quentin Lampin Mark Last Patricia Layec Ulf Leser Colin Leverger Pierre-Xavier Loeffel Stéphane Loiseau Patrick Luciano Edwin Lughofer Simon Malinowski Haïk Mardoyan Régis Marguerie Christophe Marsala Pierre-François MarteauPierre-Francois Marteau Arnaud Martin 0001 Killian Le Mau Sonia Le Meitour Nédra Meloulli Frank Meyer Nicolas Le Moing Annie Morin Rozenn Nicol Tino Noack Pierre Nodet Felipe Olmos Javier G. Orlandi Adam Ouorou Jelena Pesic Hugo Peuzet Minh Tuan Pham Pawel Piotrowski Robi Polikar Vladimir Popescu Barbara Poulain Stéphane Ragot Bisakha Ray Ismail Rebai Alexandre ReiffersAlexandre Reiffers-Masson Aurélien Renault Lina Maria Rojas-Barahona Laurence Rozé Amal Saadallah Mehreen Saeed Christophe Salperwyck Krzysztof Sapiejewski Patrick Schäfer 0001 Ammar Shaker Bernhard Sick Sonja Sievi Daniel L. Silver Jordi Soriano Myra Spiliopoulou Alexander R. Statnikov Jerzy Stefanowski Olav Stetter Romain Tavenard Graham W. Taylor Alexandre Termier Cedric Thao Alaa Tharwat Tamara Tosic Romain Trinquart Colin Troisemaine Laura Uhl Tanguy Urvoy Sandrine Vaton Jean-Emmanuel Viallet David Vogel Nicolas Voisine Xihui Wang Jonathan Weber Paul-Emile Zafar Daniel Zhu Indre Zliobaite