Graphical Models for Bandit Problems.

Kareem Amin Michael J. Kearns Umar Syed

Published in: UAI (2011)

Keyphrases

graphical models
bandit problems
belief propagation
decision problems
multi armed bandits
probabilistic model

probabilistic graphical models
approximate inference
probabilistic inference
random variables
conditional random fields
markov networks

structure learning
conditional independence
bayesian networks
belief networks
exact inference
message passing

expected utility
latent variables
exponential family
learning algorithm
statistical inference