Professor • HDR
Department & Team
Computer Science
MSD
Responsibility
Team Head: MSD
Contact:
Nous écrire
Téléphone
3.43
Personal page
Areas of Expertise
- Deep Learning
- Time series classification
- Data Science
- Machine Learning
- Computer Vision
- Pattern Recognition
- Frugal AI
Description
I am full professor in Computer Science at the Université de Haute-Alsace in France. I am mainly interested in research problems involving temporal data analysis from different sources (sensors, image, text, etc.) mainly using deep learning approaches. Check my personal webpage for a more complete description of my work and a comprehensive listing of my publications (https://www.jonathan-weber.eu).
Publications
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Self-supervised learning of seismological data reveals new eruptive sequences at the Mayotte submarine volcano (2024) ArticleGeophysical Journal International
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Time series adversarial attacks: an investigation of smooth perturbations and defense approaches (2023) ArticleInternational Journal of Data Science and Analytics
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LITE: Light Inception with boosTing tEchniques for Time Series Classification (2023) Conference paperIEEE International Conference on Data Science and Advanced Analytics (DSAA)
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ShapeDBA: Generating Effective Time Series Prototypes Using ShapeDTW Barycenter Averaging (2023) Conference paperECML/PKDD Workshop on Advanced Analytics and Learning on Temporal Data (AALTD)
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Knowledge and Information Systems (KAIS)