2019 IJCAI IJCAI 2019

Optimally Efficient Bidirectional Search

Abstract

A* is optimally efficient with regard to node expansions among unidirectional admissible algorithms — those that only assume that the heuristic used is admissible. This paper studies algorithms that are optimally efficient for bidirectional search algorithms. We present the Fractional MM algorithm and its sibling, the MT algorithm, which is simpler to analyze. We then develop variants of these algorithms that are optimally efficient, each under different assumptions on the information available to the algorithm.

🧭 Keyword Pioneer — bidirectional search
🐝 Cross-Pollinator — Artificial Intelligence, Computer Science, Knowledge & Reasoning, Machine Learning, Mathematics & Optimization, Reinforcement Learning, Robotics
🌉 Interdisciplinary Bridge — Artificial Intelligence and Computer Science and Mathematics & Optimization