Publications

Finding Foundation Models for Time Series Classification with a PreText Task (2024) Conference paper

Ali Ismail-Fawaz, Maxime Devanne, Stefano Berretti, Jonathan Weber, Germain Forestier

Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD) - International Workshop on Temporal Analytics
Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey (2024) Article

Navid Mohammadi Foumani, Lynn Miller, Chang Wei Tan, Geoffrey I Webb, Germain Forestier, Mahsa Salehi

ACM Computing Surveys
Self-supervised learning of seismological data reveals new eruptive sequences at the Mayotte submarine volcano (2024) Article

Joachim Rimpot, Clément Hibert, Lise Retailleau, Jean-Marie Saurel, Jean-Philippe Malet, Germain Forestier, Jonathan Weber, Tord S. Stangeland, Antoine Turquet, Pascal Pelleau

Geophysical Journal International
Intelligent vehicles semantic segmentation using evidential deep learning (2023) Conference paper

Danut-Vasile Giurgi, Mihreteab Negash Geletu, Thomas Josso-Laurain, Maxime Devanne, Jean-Philippe Lauffenburger, Mengesha Mamo Wogari

Upper Rhine Artificial Intelligence Symposium 2023
Time series adversarial attacks: an investigation of smooth perturbations and defense approaches (2023) Article

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

International Journal of Data Science and Analytics
LITE: Light Inception with boosTing tEchniques for Time Series Classification (2023) Conference paper

Ali Ismail-Fawaz, Maxime Devanne, Stefano Berretti, Jonathan Weber, Germain Forestier

IEEE International Conference on Data Science and Advanced Analytics (DSAA)
URAI Autumn School dedicated to time series classification from robotics applications : a tutorial in a trinational context (2023) Conference paper

T. Josso-Laurain, M. Devanne, Q. Boerlen, J. Ledy, Jph. Lauffenburger, J. Weber

5th "Upper Rhine Artificial Intelligence Symposium" (URAI)
ShapeDBA: Generating Effective Time Series Prototypes Using ShapeDTW Barycenter Averaging (2023) Conference paper

Ali Ismail-Fawaz, Hassan Ismail Fawaz, François Petitjean, Maxime Devanne, Jonathan Weber, Stefano Berretti, Geoffrey I Webb, Germain Forestier

ECML/PKDD Workshop on Advanced Analytics and Learning on Temporal Data (AALTD)
Estimating time series averages from latent space of multi-tasking neural networks (2023) Article

Tsegamlak Terefe, Maxime Devanne, Jonathan Weber, Dereje Hailemariam, Germain Forestier

Knowledge and Information Systems (KAIS)
Comparison of deep learning architectures for colon cancer mutation detection (2023) Conference paper

Robin Heckenauer, Jonathan Weber, Cédric Wemmert, Caroline Truntzer, Valentin Derangère, François Ghiringhelli, Michel Hassenforder, Pierre-Alain Muller, Germain Forestier

IEEE International Symposium on Computer Based Medical Systems (CBMS)

↑

Publications

Publication filters