Minimizing Node Expansions in Bidirectional Search with Consistent Heuristics

Authors

  • Eshed Shaham Hebrew University of Jerusalem
  • Ariel Felner Ben-Gurion University
  • Nathan Sturtevant University of Denver
  • Jeffrey Rosenschein Hebrew University of Jerusalem

Abstract

A* is optimally effective with regard to node expansions among unidirectional admissible algorithms—those that only assume that the heuristic used is admissible. Among bidirectional algorithms the Fractional MM algorithm is optimally effective (given the correct parameters) among admissible algorithms.This paper generalizes the bidirectional result to more complex settings where more information on the problem domain can be exploited: (1) When the cost of the minimal edge is known. (2) When the algorithm knows that the heuristics are consistent. This characterization uses a novel algorithm called MT. MT is similar to Fractional MM and is also optimally effective, but simpler to analyze.

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Published

2021-09-01