Limitations of front-to-end bidirectional heuristic search

作者: Richard E Korf , Joseph K Barker

DOI:

关键词: Computer scienceTheoretical computer scienceArtificial intelligenceIncremental heuristic searchHeuristicBeam searchFringe searchBest-first searchHeuristicsBidirectional searchNull-move heuristicPathfinding

摘要: We present an intuitive explanation for the limited effectiveness of front-to-end bidirectional heuristic search, supported with extensive evidence from many commonly-studied domains. While previous work has proved limitations specific algorithms, we show that any search algorithm will likely be dominated by unidirectional or brute-force search. also demonstrate a pathological case where is dominant algorithm, so stronger claim cannot made. Finally, on four-peg Towers Of Hanoi arbitrary start and goal states, outperforms using pattern-database heuristics.

参考文章(21)
H. Kaindl, G. Kainz, Bidirectional heuristic search reconsidered Journal of Artificial Intelligence Research. ,vol. 7, pp. 283- 317 ,(1997) , 10.1613/JAIR.460
Richard E. Korf, Teresa M. Breyer, 1.6-Bit pattern databases national conference on artificial intelligence. pp. 39- 44 ,(2010)
Nathan Sturtevant, Ariel Felner, Carsten Moldenhauer, Jonathan Schaeffer, Single-frontier bidirectional search national conference on artificial intelligence. pp. 59- 64 ,(2010)
Joseph C. Culberson, Jonathan Schaeffer, Searching with Pattern Databases AI '96 Proceedings of the 11th Biennial Conference of the Canadian Society for Computational Studies of Intelligence on Advances in Artificial Intelligence. pp. 402- 416 ,(1996) , 10.1007/3-540-61291-2_68
Stefan Edelkamp, Stefan Schroedl, Sven Koenig, Heuristic Search: Theory and Applications ,(2011)
Richard E. Korf, Ariel Felner, Disjoint pattern database heuristics Artificial Intelligence. ,vol. 134, pp. 9- 22 ,(2002) , 10.1016/S0004-3702(01)00092-3
Peter Hart, Nils Nilsson, Bertram Raphael, A Formal Basis for the Heuristic Determination of Minimum Cost Paths IEEE Transactions on Systems Science and Cybernetics. ,vol. 4, pp. 100- 107 ,(1968) , 10.1109/TSSC.1968.300136
James B.H. Kwa, BS∗: An admissible bidirectional staged heuristic search algorithm Artificial Intelligence. ,vol. 38, pp. 95- 109 ,(1989) , 10.1016/0004-3702(89)90069-6
Giovanni Manzini, BIDA: an improved perimeter search algorithm Artificial Intelligence. ,vol. 75, pp. 347- 360 ,(1995) , 10.1016/0004-3702(95)00017-9