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Hassan Ismail Fawaz
Hassan Ismail Fawaz
Machine Learning Researcher at Beyond Limits
Adresse e-mail validée de beyond.ai - Page d'accueil
Titre
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Année
Deep learning for time series classification: a review
H Ismail Fawaz, G Forestier, J Weber, L Idoumghar, PA Muller
Data Mining and Knowledge Discovery 33 (4), 917–963, 2019
36332019
InceptionTime: Finding Alexnet for time series classification
H Ismail Fawaz, B Lucas, G Forestier, C Pelletier, DF Schmidt, J Weber, ...
Data Mining and Knowledge Discovery, 1-27, 2020
13902020
Transfer learning for time series classification
H Ismail Fawaz, G Forestier, J Weber, L Idoumghar, PA Muller
2018 IEEE International Conference on Big Data (Big Data), 1367-1376, 2018
3822018
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
2762019
Data augmentation using synthetic data for time series classification with deep residual networks
H Ismail Fawaz, G Forestier, J Weber, L Idoumghar, PA Muller
arXiv preprint arXiv:1808.02455, 2018
2242018
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
1422018
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, 1-7, 2019
1292019
Knowledge-driven Biometric Authentication in Virtual Reality
F Mathis, H Ismail Fawaz, M Khamis
Extended Abstracts of the 2020 CHI Conference on Human Factors in Computing …, 2020
782020
Surgical motion analysis using discriminative interpretable patterns
G Forestier, F Petitjean, P Senin, F Despinoy, A Huaulmé, H Ismail Fawaz, ...
Artificial Intelligence in Medicine 91, 3-11, 2018
682018
Deep neural network ensembles for time series classification
H Ismail Fawaz, G Forestier, J Weber, L Idoumghar, PA Muller
2019 International Joint Conference on Neural Networks (IJCNN), 1-8, 2019
302019
Neural Architecture Search for Time Series Classification
H Rakhshani, H Ismail Fawaz, L Idoumghar, G Forestier, J Lepagnot, ...
29*
Smooth perturbations for time series adversarial attacks
G Pialla, HI Fawaz, M Devanne, J Weber, L Idoumghar, PA Muller, ...
Pacific-Asia Conference on Knowledge Discovery and Data Mining, 485-496, 2022
192022
Deep learning for time series classification
H Ismail Fawaz
arXiv preprint arXiv:2010.00567, 2020
172020
ShapeDBA: Generating Effective Time Series Prototypes using ShapeDTW Barycenter Averaging
A Ismail-Fawaz, H Ismail Fawaz, F Petitjean, M Devanne, J Weber, ...
International Workshop on Advanced Analytics and Learning on Temporal Data …, 2023
102023
Automatic alignment of surgical videos using kinematic data
H Ismail Fawaz, G Forestier, J Weber, F Petitjean, L Idoumghar, PA Muller
Conference on Artificial Intelligence in Medicine in Europe, 104-113, 2019
72019
Time series adversarial attacks: an investigation of smooth perturbations and defense approaches
G Pialla, H Ismail Fawaz, M Devanne, J Weber, L Idoumghar, PA Muller, ...
International Journal of Data Science and Analytics, 1-11, 2023
42023
Deep Unsupervised Domain Adaptation for Time Series Classification: a Benchmark
H Ismail Fawaz, G Del Grosso, T Kerdoncuff, A Boisbunon, I Saffar
arXiv preprint arXiv:2312.09857, 2023
32023
Deep Neural Network Ensembles for Time Series Classification [J]
HI Fawaz, G Forestier, J Weber, L Idoumghar, PA Muller
IJCNN 2019: International Joint Conference on Neural Networks, 2019
22019
Augmentation de données pour la classification de séries temporelles par réseaux de neurones profonds résiduels.
H Ismail Fawaz, G Forestier, J Weber, L Idoumghar, PA Muller
EGC, 375-376, 2019
12019
Apprentissage profond pour la classification des séries temporelles
H Ismail Fawaz
Mulhouse, 2020
2020
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Articles 1–20