A Unifying View on Individual Bounds and Heuristic Inaccuracies in Bidirectional Search

作者: Vidal Alcázar , Pat Riddle , Mike Barley

DOI: 10.1609/AAAI.V34I03.5611

关键词:

摘要: In the past few years, new very successful bidirectional heuristic search algorithms have been proposed. Their key novelty is a lower bound on cost of solution that includes information from g values in both directions. Kaindl and Kainz (1997) proposed measuring how inaccurate while expanding nodes opposite direction, using this to raise f value evaluated nodes. However, comes with set disadvantages remains yet be exploited its full potential. Additionally, Sadhukhan (2013) presented BAE∗, best-first algorithm based accumulated inaccuracy along path. no complete comparison regards other has done, neither theoretical nor empirical. paper we define individual bounds within lower-bound framework show Kainz's Sadhukhan's methods can generalized thus creating bounds. This overcomes previous shortcomings allows newer benefit these techniques as well. Experimental results substantial improvement, up an order magnitude number necessarily-expanded compared state-of-the-art near-optimal common benchmarks.

参考文章(15)
Hermann Kaindl, Gerhard Kainz, Roland Steiner, Andreas Auer, Klaus Radda, Switching from Bidirectional to Unidirectional Search international joint conference on artificial intelligence. pp. 1178- 1183 ,(1999)
Wheeler Ruml, Ethan Andrew Burns, Matthew Hatem, Michael J. Leighton, Implementing Fast Heuristic Search Code annual symposium on combinatorial search. ,(2012)
H. Kaindl, G. Kainz, Bidirectional heuristic search reconsidered Journal of Artificial Intelligence Research. ,vol. 7, pp. 283- 317 ,(1997) , 10.1613/JAIR.460
Ira Sheldon Pohl, Bi-directional and heuristic search in path problems Stanford University. ,(1969)
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
A. Felner, R. E. Korf, S. Hanan, Additive pattern database heuristics Journal of Artificial Intelligence Research. ,vol. 22, pp. 279- 318 ,(2004) , 10.1613/JAIR.1480
Wheeler Ruml, Christopher Wilt, Robust bidirectional search via heuristic improvement national conference on artificial intelligence. pp. 954- 961 ,(2013)
Malte Helmert, Landmark Heuristics for the Pancake Problem annual symposium on combinatorial search. ,(2010)
Celesta M. Ulrich, Lynne Hamilton, Letter to the Editor/CorrectionAuthor’s Response Labmedicine. ,vol. 41, pp. 501- 501 ,(2010) , 10.1309/LMHR7ILNXIKWK6BG