PAPERS & IDEAS

Research, in writing.

Deep learning, time series, and the questions that connect them.

19 publications

2025DMKD

Deep unsupervised domain adaptation for time series classification: a benchmark: HI Fawaz et al.

Hassan Ismail Fawaz, Ganesh Del Grosso, Tanguy Kerdoncuff, Aurélie Boisbunon, Illyyne Saffar

Data Mining and Knowledge Discovery

14 citations
2023AALTD

ShapeDBA: Generating Effective Time Series Prototypes using ShapeDTW Barycenter Averaging

A. Ismail-Fawaz, Hassan Ismail Fawaz, F. Petitjean, M. Devanne, J. Weber, S. Berretti, G. Webb, G. Forestier

ECML/PKDD Workshop on Advanced Analytics and Learning on Temporal Data

19 citations
2023IJDSA

Time series adversarial attacks: an investigation of smooth perturbations and defense approaches

G. Pialla, Hassan Ismail Fawaz, M. Devanne, J. Weber, L. Idoumghar, P-A. Muller, C. Bergmeir, D-F. Schmidt, G. Webb, G. Forestier

International Journal of Data Science and Analytics

27 citations
2022PAKDD

Smooth Perturbations for Time Series Adversarial Attacks

Gautier Pialla, Hassan Ismail Fawaz, Maxime Devanne, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller, Christoph Bergmeir, Daniel Schmidt, Geoffrey Webb, Germain Forestier

Pacific-Asia Conference on Knowledge Discovery and Data Mining

31 citations
2020DMKD

InceptionTime: Finding AlexNet for Time Series Classification

Hassan Ismail Fawaz, Benjamin Lucas, Germain Forestier, Charlotte Pelletier, Daniel F. Schmidt, Jonathan Weber, Geoffrey I. Webb, Lhassane Idoumghar, Pierre-Alain Muller, François Petitjean

Data Mining and Knowledge Discovery

2,606 citations
2020CHI

Knowledge-driven Biometric Authentication in Virtual Reality

Florian Mathis, Hassan Ismail Fawaz, Mohamed Khamis

Extended Abstracts of the 2020 CHI Conference on Human Factors in Computing Systems Extended Abstracts

121 citations
2020IJCNN

Neural architecture search for time series classification

Hojjat Rakhshani, Hassan Ismail Fawaz, Lhassane Idoumghar, Germain Forestier, Julien Lepagnot, Jonathan Weber, Mathieu Brévilliers, Pierre-Alain Muller

IEEE International Joint Conference on Neural Networks

38 citations
2019IJCARS

Accurate and interpretable evaluation of surgical skills from kinematic data using fully convolutional neural networks

Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller

International Journal of Computer Assisted Radiology and Surgery

163 citations
2019IJCNN

Adversarial Attacks on Deep Neural Networks for Time Series Classification

Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller

IEEE International Joint Conference on Neural Networks

265 citations
2019TsDays

Apprentissage par transfert pour la classification de séries temporelles

Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller

Journées sur les données temporelles

2019EGC

Augmentation de données utilisant des données synthétiques pour la classification de séries temporelles par réseaux profonds résiduels

Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller

Journées Francophones Extraction et Gestion des Connaissances

2019AIME

Automatic alignment of surgical videos using kinematic data

Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, François Petitjean, Lhassane Idoumghar, Pierre-Alain Muller

Artificial Intelligence in Medicine

8 citations
2019DMKD

Deep learning for time series classification: a review

Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller

Data Mining and Knowledge Discovery

5,155 citations
2019IJCNN

Deep Neural Network Ensembles for Time Series Classification

Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller

IEEE International Joint Conference on Neural Networks

124 citations
2018AALTD

Data augmentation using synthetic data for time series classification with deep residual networks

Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller

International Workshop on Advanced Analytics and Learning on Temporal Data, ECML/PKDD

293 citations
2018MICCAI

Evaluating surgical skills from kinematic data using convolutional neural networks

Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller

International Conference On Medical Image Computing and Computer Assisted Intervention

174 citations
2018GDR MADICS

Evaluating surgical skills from kinematic data using convolutional neural networks

Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller

Rencontre annuelle MADIC: Sciences des Données et Santé

2018AIM

Surgical motion analysis using discriminative interpretable patterns

Germain Forestier, François Petitjean, Pavel Senin, Fabien Despinoy, Arnaud Huaulmé, Hassan Ismail Fawaz, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller, Pierre Jannin

Artificial Intelligence in Medicine

82 citations
2018BigData

Transfer learning for time series classification

Hassan Ismail Fawaz, Germain Forestier, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller

IEEE International Conference on Big Data

474 citations