Bayesian methods for data image analysis (SIGMA S9) - WPMTBMD7

• Introduction
• Bayesian estimators
• Priori choice
• Approximate Bayesian inference
  • Deterministic approximation methods
  • Stochastic approximation methods
• Case study: Bayesian inference for speech recognition

Basic notion in both estimation and detection theory

Semester 9 - The exam is given in english only 

Written exam

Contrôle continu *30% + DS 70%

Semester 9 - This course is given in english only 

[1] Robert, C. (2007). The Bayesian choice: from decision-theoretic foundations to computational implementation. Springer Science & Business Media.
[2] Šmídl, V., & Quinn, A. (2006). The variational Bayes method in signal processing. Springer Science & Business Media.
[3] Gilks, W. R. (2005). Markov chain monte carlo. John Wiley & Sons, Ltd.
[4] Hjort, N. L., Holmes, C., Müller, P., & Walker, S. G. (Eds.). (2010). Bayesian nonparametrics (Vol. 28). Cambridge University Press.