Work

Distribution over Beliefs for Memory Bounded Dec-POMDP Planning

Year: 2012
Type: preprint
Abstract: We propose a new point-based method for approximate planning in Dec-POMDP which outperforms the state-of-the-art approaches in terms of solution quality. It uses a heuristic estimation of the prior probability of beliefs to choose a bounded number of policy trees: this choice is formulated as a combinatorial optimisation problem minimising the error induced by pruning.
Language: English
Open Access status: green
OpenAlex ID: W2275875095
Cites: 11
Cited by: 2
Related to: 20