Deep learning for time series classification: a review
Ismail Fawaz, Hassan, Forestier, Germain, Weber, Jonathan, Idoumghar, Lhassane, Muller, Pierre-Alain
Published in Data mining and knowledge discovery (01.07.2019)
Published in Data mining and knowledge discovery (01.07.2019)
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Journal Article
InceptionTime: Finding AlexNet for time series classification
Ismail Fawaz, Hassan, Lucas, Benjamin, Forestier, Germain, Pelletier, Charlotte, Schmidt, Daniel F., Weber, Jonathan, Webb, Geoffrey I., Idoumghar, Lhassane, Muller, Pierre-Alain, Petitjean, François
Published in Data mining and knowledge discovery (01.11.2020)
Published in Data mining and knowledge discovery (01.11.2020)
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Journal Article
Accurate and interpretable evaluation of surgical skills from kinematic data using fully convolutional neural networks
Ismail Fawaz, Hassan, Forestier, Germain, Weber, Jonathan, Idoumghar, Lhassane, Muller, Pierre-Alain
Published in International journal for computer assisted radiology and surgery (01.09.2019)
Published in International journal for computer assisted radiology and surgery (01.09.2019)
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Journal Article
Surgical motion analysis using discriminative interpretable patterns
Forestier, Germain, Petitjean, François, Senin, Pavel, Despinoy, Fabien, Huaulmé, Arnaud, Fawaz, Hassan Ismail, Weber, Jonathan, Idoumghar, Lhassane, Muller, Pierre-Alain, Jannin, Pierre
Published in Artificial intelligence in medicine (01.09.2018)
Published in Artificial intelligence in medicine (01.09.2018)
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Journal Article
Weaving executability into object-oriented meta-languages
Muller, Pierre-Alain, Fleurey, Franck, Jézéquel, Jean-Marc
Published in Lecture notes in computer science (01.01.2005)
Published in Lecture notes in computer science (01.01.2005)
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Conference Proceeding
Book Chapter
Comparison of deep learning architectures for colon cancer mutation detection
Heckenauer, Robin, Weber, Jonathan, Wemmert, Cedric, Truntzer, Caroline, Derangere, Valentin, Ghiringhelli, Francois, Hassenforder, Michel, Muller, Pierre-Alain, Forestier, Germain
Published in 2023 IEEE 36th International Symposium on Computer-Based Medical Systems (CBMS) (01.06.2023)
Published in 2023 IEEE 36th International Symposium on Computer-Based Medical Systems (CBMS) (01.06.2023)
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Conference Proceeding
A review of alignment based similarity measures for web usage mining
Luu, Vinh-Trung, Forestier, Germain, Weber, Jonathan, Bourgeois, Paul, Djelil, Fahima, Muller, Pierre-Alain
Published in The Artificial intelligence review (01.03.2020)
Published in The Artificial intelligence review (01.03.2020)
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Journal Article
Transfer learning for time series classification
Ismail Fawaz, Hassan, Forestier, Germain, Weber, Jonathan, Idoumghar, Lhassane, Muller, Pierre-Alain
Published in 2018 IEEE International Conference on Big Data (Big Data) (01.12.2018)
Published in 2018 IEEE International Conference on Big Data (Big Data) (01.12.2018)
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Conference Proceeding
Real-Time Detection of Glomeruli in Renal Pathology
Heckenauer, Robin, Weber, Jonathan, Wemmert, Cedric, Feuerhake, Friedrich, Hassenforder, Michel, Muller, Pierre-Alain, Forestier, Germain
Published in 2020 IEEE 33rd International Symposium on Computer-Based Medical Systems (CBMS) (01.07.2020)
Published in 2020 IEEE 33rd International Symposium on Computer-Based Medical Systems (CBMS) (01.07.2020)
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Conference Proceeding
Smooth Perturbations for Time Series Adversarial Attacks
Pialla, Gautier, Fawaz, Hassan Ismail, Devanne, Maxime, Weber, Jonathan, Idoumghar, Lhassane, Muller, Pierre-Alain, Bergmeir, Christoph, Schmidt, Daniel, Webb, Geoffrey, Forestier, Germain
Published in Advances in Knowledge Discovery and Data Mining
Published in Advances in Knowledge Discovery and Data Mining
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Book Chapter
Automatic Ferroelectric Domain Pattern Recognition Based on the Analysis of Localized Nonlinear Optical Responses Assisted by Machine Learning
Croes, Boris, Gaponenko, Iaroslav, Voulot, Cédric, Grégut, Olivier, Dorkenoo, Kokou D., Cheynis, Fabien, Curiotto, Stefano, Müller, Pierre, Leroy, Frédéric, Cordero‐Edwards, Kumara, Paruch, Patrycja, Cherifi‐Hertel, Salia
Published in Advanced Physics Research (01.03.2023)
Published in Advanced Physics Research (01.03.2023)
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Journal Article
Time series adversarial attacks: an investigation of smooth perturbations and defense approaches
Pialla, Gautier, Ismail Fawaz, Hassan, Devanne, Maxime, Weber, Jonathan, Idoumghar, Lhassane, Muller, Pierre-Alain, Bergmeir, Christoph, Schmidt, Daniel F., Webb, Geoffrey I., Forestier, Germain
Published in International journal of data science and analytics (24.10.2023)
Published in International journal of data science and analytics (24.10.2023)
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Journal Article
Web Site Audience Segmentation Using Hybrid Alignment Techniques
Luu, Vinh-Trung, Forestier, Germain, Fondement, Frédéric, Muller, Pierre-Alain
Published in Trends and Applications in Knowledge Discovery and Data Mining (01.01.2015)
Published in Trends and Applications in Knowledge Discovery and Data Mining (01.01.2015)
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Book Chapter
Conference Proceeding
Adversarial Attacks on Deep Neural Networks for Time Series Classification
Ismail Fawaz, Hassan, Forestier, Germain, Weber, Jonathan, Idoumghar, Lhassane, Muller, Pierre-Alain
Published in 2019 International Joint Conference on Neural Networks (IJCNN) (01.07.2019)
Published in 2019 International Joint Conference on Neural Networks (IJCNN) (01.07.2019)
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Conference Proceeding
The ventilation distribution of helium–oxygen mixtures and the role of inertial losses in the presence of heterogeneous airway obstructions
Katz, Ira M, Martin, Andrew R, Muller, Pierre-Antoine, Terzibachi, Karine, Feng, Chia-Hsiang, Caillibotte, Georges, Sandeau, Julien, Texereau, Joëlle
Published in Journal of biomechanics (07.04.2011)
Published in Journal of biomechanics (07.04.2011)
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Journal Article
Qualifying input test data for model transformations
Fleurey, Franck, Baudry, Benoit, Muller, Pierre-Alain, Traon, Yves Le
Published in Software and systems modeling (01.04.2009)
Published in Software and systems modeling (01.04.2009)
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Journal Article
Directly imaging emergence of phase separation in peroxidized lipid membranes
Paez-Perez, Miguel, Vyšniauskas, Aurimas, López-Duarte, Ismael, Lafarge, Eulalie J., López-Ríos De Castro, Raquel, Marques, Carlos M., Schroder, André P., Muller, Pierre, Lorenz, Christian D., Brooks, Nicholas J., Kuimova, Marina K.
Published in Communications chemistry (17.01.2023)
Published in Communications chemistry (17.01.2023)
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Journal Article