771 search results - page 3 / 155 » Markov Decision Processes with Arbitrary Reward Processes |
CORR
2011
Springer
13 years 18 days ago
2011
Springer
We consider finite horizon Markov decision processes under performance measures that involve both the mean and the variance of the cumulative reward. We show that either randomiz...
NIPS
2004
13 years 7 months ago
2004
We consider an MDP setting in which the reward function is allowed to change during each time step of play (possibly in an adversarial manner), yet the dynamics remain fixed. Simi...
ECML
2005
Springer
13 years 11 months ago
2005
Springer
This paper examines the problem of finding an optimal policy for a Partially Observable Markov Decision Process (POMDP) when the model is not known or is only poorly specified. W...
COLING
2010
13 years 17 days ago
2010
This paper investigates how to automatically create a dialogue control component of a listening agent to reduce the current high cost of manually creating such components. We coll...
UAI
2003
13 years 7 months ago
2003
This paper examines a number of solution methods for decision processes with non-Markovian rewards (NMRDPs). They all exploit a temporal logic specification of the reward functio...