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AI and Data Analytics Applications in Organizational Management
This refers to the ability of minimax to search the consequences of proposed actions and counter actions into the future by simulating those proposed actions and counter actions and weighing the outcome to find and suggest the best course of action that results in the minimum loss and the maximum gain of a proposed action.
Published in Chapter:
Artificial Intelligence in Chess-Playing Automata: A Paradigm for the Quiescence Phase of a-ß Search
Stephen F. Wheeler (University of North Texas, USA)
Copyright: © 2024 |Pages: 22
DOI: 10.4018/979-8-3693-1058-8.ch009
Abstract
This chapter presents the results of a study for improving the performance of the quiescence phase of Alpha-Beta (α-β) search. The Minimax algorithm's α-β enhancement enhances depth-first search performance by optimizing solutions in near best-first order, thereby reducing the computational effort from O(bd) to O(√bd) where b is the branching factor of the game-tree and d is the depth of the search. This research uses a full breath search to delay the asymptotic behavior of the combinatorial explosion to five levels of depth. A narrow width search involves expanding solutions involving material exchange, pawn promotion, or king-in-check until the position reaches quiescence without any material exchanges or promotions. When quiescence is reached, the evaluation function scores the leaf nodes of the game-tree. This chapter's research shows that α-β pruning is enhanced when a solution without material exchange or promotion is attempted first during the quiescence phase of α-β search which applies to chess playing programs as well.
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