166 search results - page 1 / 34 » Online model learning in adversarial Markov decision process... |
ATAL
2010
Springer
13 years 2 days ago
2010
Springer
ALT
2010
Springer
13 years 6 months ago
2010
Springer
: In many prediction problems, including those that arise in computer security and computational finance, the process generating the data is best modeled as an adversary with whom ...
ORL
2006
13 years 5 months ago
2006
We consider a general adversarial stochastic optimization model. Our model involves the design of a system that an adversary may subsequently attempt to destroy or degrade. We int...
ALT
2008
Springer
14 years 2 months ago
2008
Springer
Abstract. We consider an upper confidence bound algorithm for Markov decision processes (MDPs) with deterministic transitions. For this algorithm we derive upper bounds on the onl...
ICML
2005
IEEE
14 years 5 months ago
2005
IEEE
Several algorithms for learning near-optimal policies in Markov Decision Processes have been analyzed and proven efficient. Empirical results have suggested that Model-based Inter...