Germain Forestier

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Jonathan WeberUniversité de Haute-AlsaceVerified email at uha.fr
Cédric WemmertFull Professor, ICube, University of StrasbourgVerified email at unistra.fr
Lhassane IdoumgharFull Professor - Exceptional-Class - in Computer Science, Haute Alsace UniversityVerified email at uha.fr
Hassan Ismail FawazPhD in Artificial IntelligenceVerified email at uha.fr
Pierre-Alain MullerProfesseur d'informatique, Président de l'Université de Haute-AlsaceVerified email at uha.fr
Pierre GancarskiUniversité de Strasbourg - ICubeVerified email at unistra.fr
François PetitjeanAustralian GovernmentVerified email at monash.edu
Pierre JanninMediCIS, LTSI, Inserm, Université de RennesVerified email at univ-rennes1.fr
Friedrich FeuerhakeAssociate Professor of Neuropathology, Freiburg UniversityVerified email at uniklinik-freiburg.de
Geoff WebbProfessor of Information Technology Research, Monash UniversityVerified email at monash.edu
Laurent Riffaudprofesseur des universités, Université de Rennes 1, neurochirurgien des hôpitauxVerified email at chu-rennes.fr
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
Tristan GlatardConcordia UniversityVerified email at concordia.ca
Thomas NeumuthEngineer and Computer Scientist, ProfessorVerified email at neumuth.de
Carole Lartizienlaboratoire CREATIS, CNRS, INSA, Université de LyonVerified email at creatis.insa-lyon.fr
Laurent Thirymaître de conférence, Université de Haute AlsaceVerified email at uha.fr
Mariem MahfoudhAssociate Professor of Computer Science, University of KairouanVerified email at loria.fr
Darko KaticKarlsruhe Institut für TechnologieVerified email at kit.edu
Stefanie SpeidelProfessor, National Center for Tumor Diseases (NCT) DresdenVerified email at nct-dresden.de

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	1630	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	363*	2019
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	249	2014
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	233	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	172	2018
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	130	2007
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	121*	2018
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	118	2016
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	118	2012
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	112	2013
Collaborative clustering with background knowledge G Forestier, P Gancarski, C Wemmert Data & Knowledge Engineering 69 (2), 211-228, 2010	112	2010
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	99	2017
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	94	2015
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	91	2012
Evaluating surgical skills from kinematic data using convolutional neural networks H Ismail Fawaz, G Forestier, J Weber, L Idoumghar, PA Muller International Conference on Medical Image Computing and Computer-Assisted …, 2018	81	2018
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	80	2019
Supervised image segmentation using watershed transform, fuzzy classification and evolutionary computation S Derivaux, G Forestier, C Wemmert, S Lefèvre Pattern Recognition Letters 31 (15), 2364-2374, 2010	79	2010
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 (4), 1074-1120, 2018	59	2018
Deep neural network ensembles for time series classification HI Fawaz, G Forestier, J Weber, L Idoumghar, PA Muller 2019 International Joint Conference on Neural Networks (IJCNN), 1-6, 2019	55	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	54	2022

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