17 search results - page 2 / 4 » Optimal Metric Planning with State Sets in Automata Represen... |
FLAIRS
2008
13 years 7 months ago
2008
Current studies have demonstrated that the representational power of predictive state representations (PSRs) is at least equal to the one of partially observable Markov decision p...
ICTAI
2005
IEEE
13 years 10 months ago
2005
IEEE
In this paper, we study strategies in incremental planning for ordering and grouping subproblems partitioned by the subgoals of a planning problem when each subproblem is solved b...
ATAL
2011
Springer
12 years 5 months ago
2011
Springer
A key component of any reinforcement learning algorithm is the underlying representation used by the agent. While reinforcement learning (RL) agents have typically relied on hand-...
GECCO
2007
Springer
13 years 11 months ago
2007
Springer
With resemblance of finite-state machines to some biological mechanisms in cells and numerous applications of finite automata in different fields, this paper uses analogies an...
CORR
2011
Springer
12 years 9 months ago
2011
Springer
The Model Checking Integrated Planning System (MIPS) has shown distinguished performance in the second and third international planning competitions. With its object-oriented fram...