Jean-Yves Tourneret
Professor at INP-ENSEEIHT Toulouse
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Teaching activities
Jean-Yves Tourneret is teaching in the departments "Digital Sciences" and "Electronics, Electrical Engineering & Automatics" of the engineering school INP-ENSEEIHT, Toulouse (France). He is responsible of the following courses at the undergraduate and graduate levels:
Signal Processing
- Deterministic and random signals
- Linear filtering
- Sampling
- Poisson Processes
Probability
- Discrete and continuous random variables
- Mathematical Expectation
- Change of variables
- Extension to random vectors
- Properties of Gaussian vectors
Statistics
- The statistical model
- Estimation theory
- Maximum likelihood method
- Moment method
- Bayesian estimation
- Hypothesis testing
- Neyman-Pearson
- Generalized likelihood ratio
- Goodness-of-fit tests (Kolmogorov, Chi-Square)
Analyse de données
- ACP
- Moindres carrés
- Classification supervisée (Bayes, kPPV, Machines à
vecteurs supports)
- Classification non supervisée (K-means, DBSCAN, ...)
Machine learning
- Détection d'anomalies
- Régression logistique
- Réseaux de neurones (perceptron, réseaux convolutifs,
réseaux récurrents, ...)
Non-parametric
tests
- Goodness-of-fit tests (Kolmogorov, Chi-Square)
- Tests based on ranks (Wilcoxon, Mann-Whitney)
- Normality tests