Jean-Yves Tourneret
Professor at INP-ENSEEIHT Toulouse
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Teaching activities
Jean-Yves Tourneret is teaching in the department of Telecommunications & Networking and the department of Electronics & Signal Processing 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)
Advanced Signal
Processing
- Stationarity and ergodicity
- Wiener Filtering
- Matched Filtering
- Kalman Filter
- Introduction to non-stationarity
Classification
Theory
- Principal component Analysis
- Linear Discriminant Analysis
- Bayes classifier
- The k-Nearest-Neighbor rule
- Parzen windows
- Support Vector Machines
- Neural Networks
Estimation and
Detection
- Estimation Theory
- Estimation performance
- Cramer-Rao Bound
- The maximum Likelihood estimator
- Bayesian estimation
- The posterior Craler-Rao bound
- Detection Theory
- Neyman-Pearson
- Bayes test
- Composite hypothesis testing
- Goodness-of-fit tests (Kolmogorov, Chi-Square)
Stochastic
Processes
- Markov chains
- Stationary Sequences
- Markov Chain Monte Carlo Methods