Sufficient Conditions for Node Expansion in Bidirectional Heuristic Search
Eckerle, Juergen (Berner Fachhochschule) | Chen, Jingwei (University of Denver) | Sturtevant, Nathan R. (University of Denver) | Zilles, Sandra (University of Regina) | Holte, Robert C. (University of Alberta)
In this paper we study bidirectional state space search with consistent heuristics, with a focus on obtaining sufficient conditions for node expansion, that is, conditions characterizing nodes that must be expanded by any admissible bidirectional search algorithm. We provide such conditions for front-to-front and front-to-end bidirectional search. The sufficient conditions are used to prove that the front-to-front bidirectional search algorithm BDS1 is optimally efficient, in terms of node expansion, among a broad class of bidirectional search algorithms, for a specific class of problem instances. Dechter and Pearl's well-known result on sufficient conditions for node expansion by unidirectional algorithms such as A* is shown to be a special case of our results.
Jun-14-2017