70 citations · 249 across the 13 of their papers we have counts for
3 papers · 1 filter
Anytime State-Based Solution Methods for Decision Processes with non-Markovian Rewards
Sylvie Thiebaux, Froduald Kabanza, John Slanley
A popular approach to solving a decision process with non-Markovian rewards (NMRDP) is to exploit a compact representation of the reward function to automatically translate the NMR…
Implementation and Comparison of Solution Methods for Decision Processes with Non-Markovian Rewards
Charles Gretton, David Price, Sylvie Thiebaux
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 function…
Exploiting First-Order Regression in Inductive Policy Selection
Charles Gretton, Sylvie Thiebaux
We consider the problem of computing optimal generalised policies for relational Markov decision processes. We describe an approach combining some of the benefits of purely inducti…