Jean-Marc Vesin

photo placeholder image

jean-marc.vesin@epfl.ch +41 21 693 39 96

EPFL SCI STI JMV
ELE 141 (Bâtiment ELE)
Station 11
CH-1015 Lausanne

Web site: Site web: https://aspg.epfl.ch/

vCard
Données administratives

Enseignement & Phd

Enseignement

Electrical and Electronics Engineering

Programmes doctoraux

Doctoral Program in Electrical Engineering

Cours

Biomedical signal processing

Le but de ce cours est d'introduire les techniques les plus couramment utilisées pour l'analyse des signaux biomédicaux, et de présenter des exemples concrets de leur application à des fins diagnostiques.

Nonlinear signal modeling and prediction

1. Introduction
2. Summary of linear AR and ARMA modeling
3. Nonlinear AR and ARMA modeling, polynomial models and their estimation
4. Specific nonlinear models (threshold AR, ...)
5. Neural network based modeling and prediction
6. Model selection
7. Chaos theory and applications
8. Kernel-based approaches
9. Laboratory exercises: application of nonlinea