Germain Forestier

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Jonathan WeberFull Professor of Computer Science, Université de Haute-AlsaceVerified email at uha.fr
Cédric WemmertFull Professor, ICube, University of StrasbourgVerified email at unistra.fr
Lhassane IdoumgharFull Professor - Exceptional-Class 2 - in Computer Science, University of Haute-AlsaceVerified email at uha.fr
Hassan Ismail FawazMachine Learning Researcher at Beyond LimitsVerified email at beyond.ai
Pierre-Alain MullerProfesseur d'informatique, Président de l'Université de Haute-AlsaceVerified email at uha.fr
François PetitjeanAustralian GovernmentVerified email at pm.me
Pierre GancarskiUniversité de Strasbourg - ICubeVerified email at unistra.fr
Pierre JanninMediCIS, LTSI, Inserm, Université de RennesVerified email at univ-rennes1.fr
Geoff WebbProfessor, Department of Data Science and Artificial Intelligence, Monash UniversityVerified email at monash.edu
Maxime DevanneAssociate Professor of Computer Science, Université de Haute AlsaceVerified email at uha.fr
Friedrich FeuerhakeAssociate Professor of Neuropathology, Freiburg UniversityVerified email at uniklinik-freiburg.de
Laurent Riffaudprofesseur des universités, Université de Rennes 1, neurochirurgien des hôpitauxVerified email at chu-rennes.fr
Daniel SchmidtAssociate Professor, Faculty of Information Technology, Monash UniversityVerified email at monash.edu
Eamonn KeoghDistinguished Professor of Computer Science, University of California - RiversideVerified email at cs.ucr.edu
Bernard GibaudChercheur Inserm, Université de Rennes 1Verified email at univ-rennes1.fr
Thomas NeumuthEngineer and Computer Scientist, ProfessorVerified email at neumuth.de
Ali Ismail-FawazPhD StudentVerified email at uha.fr
Mariem MahfoudhAssociate Professor of Computer Science, University of KairouanVerified email at loria.fr
Tristan GlatardConcordia UniversityVerified email at concordia.ca
benjamin lucasNAUVerified email at nau.edu

Germain Forestier

Full Professor of Computer Science, Université de Haute Alsace

Verified email at uha.fr - Homepage

Time Series Machine Learning Data Mining Artificial Intelligence Deep Learning


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Deep learning for time series classification: a review HI Fawaz, G Forestier, J Weber, L Idoumghar, PA Muller Data Mining and Knowledge Discovery 33 (4), 917-963, 2019	3350	2019
InceptionTime: Finding AlexNet for Time Series Classification HI Fawaz, B Lucas, G Forestier, C Pelletier, DF Schmidt, J Weber, ... Data Mining and Knowledge Discovery 34 (6), 1936-1962, 2019	1236*	2019
Surgical data science for next-generation interventions L Maier-Hein, SS Vedula, S Speidel, N Navab, R Kikinis, A Park, ... Nature Biomedical Engineering 1 (9), 691-696, 2017	421	2017
Transfer learning for time series classification HI Fawaz, G Forestier, J Weber, L Idoumghar, PA Muller 2018 IEEE International Conference on Big Data (Big Data), 1367-1376, 2018	354	2018
Dynamic time warping averaging of time series allows faster and more accurate classification F Petitjean, G Forestier, GI Webb, AE Nicholson, Y Chen, E Keogh Data Mining (ICDM), 2014 IEEE International Conference on, 470-479, 2014	311	2014
Adversarial attacks on deep neural networks for time series classification HI Fawaz, G Forestier, J Weber, L Idoumghar, PA Muller 2019 International Joint Conference on Neural Networks (IJCNN), 1-8, 2019	256	2019
Surgical data science–from concepts toward clinical translation L Maier-Hein, M Eisenmann, D Sarikaya, K März, T Collins, A Malpani, ... Medical image analysis 76, 102306, 2022	239	2022
Data augmentation using synthetic data for time series classification with deep residual networks HI Fawaz, G Forestier, J Weber, L Idoumghar, PA Muller arXiv preprint arXiv:1808.02455, 2018	215	2018
Generating synthetic time series to augment sparse datasets G Forestier, F Petitjean, HA Dau, GI Webb, E Keogh Data Mining (ICDM), 2017 IEEE International Conference on, 865-870, 2017	206	2017
Faster and more accurate classification of time series by exploiting a novel dynamic time warping averaging algorithm F Petitjean, G Forestier, GI Webb, AE Nicholson, Y Chen, E Keogh Knowledge and Information Systems 47 (1), 1-26, 2016	145	2016
Deep learning for colon cancer histopathological images analysis AB Hamida, M Devanne, J Weber, C Truntzer, V Derangère, F Ghiringhelli, ... Computers in Biology and Medicine 136, 104730, 2021	133	2021
Ontology-based object recognition for remote sensing image interpretation N Durand, S Derivaux, G Forestier, C Wemmert, P Gançarski, O Boussaid, ... Tools with Artificial Intelligence, 2007. ICTAI 2007. 19th IEEE …, 2007	133	2007
Evaluating surgical skills from kinematic data using convolutional neural networks H Ismail Fawaz, G Forestier, J Weber, L Idoumghar, PA Muller Medical Image Computing and Computer Assisted Intervention–MICCAI 2018: 21st …, 2018	132	2018
A virtual imaging platform for multi-modality medical image simulation T Glatard, C Lartizien, B Gibaud, RF Da Silva, G Forestier, F Cervenansky, ... IEEE Transactions on Medical Imaging 32 (1), 110-118, 2013	124	2013
Knowledge-based region labeling for remote sensing image interpretation G Forestier, A Puissant, C Wemmert, P Gançarski Computers, Environment and Urban Systems 36 (5), 470-480, 2012	122	2012
Unsupervised Trajectory Segmentation for Surgical Gesture Recognition in Robotic Training F Despinoy, D Bouget, G Forestier, C Penet, N Zemiti, P Poignet, P Jannin IEEE Transactions on Biomedical Engineering 63 (6), 1280--1291, 2015	120	2015
Collaborative clustering with background knowledge G Forestier, P Gancarski, C Wemmert Data & Knowledge Engineering 69 (2), 211-228, 2010	120	2010
Accurate and interpretable evaluation of surgical skills from kinematic data using fully convolutional neural networks H Ismail Fawaz, G Forestier, J Weber, L Idoumghar, PA Muller International journal of computer assisted radiology and surgery 14, 1611-1617, 2019	119	2019
Classification of surgical processes using dynamic time warping G Forestier, F Lalys, L Riffaud, B Trelhu, P Jannin Journal of Biomedical Informatics 45 (2), 255-264, 2012	108	2012
Optimizing dynamic time warping’s window width for time series data mining applications HA Dau, DF Silva, F Petitjean, G Forestier, A Bagnall, A Mueen, E Keogh Data mining and knowledge discovery 32, 1074-1120, 2018	97	2018

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