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Aurélien Garivier
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Analyses d'algorithmes pour l'estimation et l'optimisation stochastiques
Context:
Soutenance d'habilitation à diriger des recherches (HDR), Orsay
Slides:
slidesHDR.pdf
Date:
November, 2011
Other resources:
Video demo of the UCB algorithm for bandit problems
Video demo of the Good-UCB algorithm for optimal exploration
Keywords:
VLMC
UCB
Sequential Monte-Carlo
Self-Normalized
Reinforcement Learning
Good-Turing
Empirical Likelihood
BIC
Bayesian Methods
HMM
MDL
Perfect Simulation
Non-Parametrics
Model Selection
Bandit Problems