Beam stack search
Beam Stack Search[1] is a search algorithm that combines chronological backtracking (that is, depth-first search) with beam search and is similar to Depth-First Beam Search[2]. Both search algorithms are anytime algorithms that find good but likely sub-optimal solutions quickly, like beam search, then backtrack and continue to find improved solutions until convergence to an optimal solution.
Implementation
Beam Stack Search uses the beam stack as a data structure to integrate chronological backtracking with beam search and can be combined with the divide and conquer algorithm technique, resulting in divide-and-conquer beam-stack search.
Alternatives
Beam Search Using Limited Discrepancy Backtracking[2] (BULB) is a search algorithm that combines limited discrepancy search with beam search and thus performs non-chronological backtracking, which often outperforms the chronological backtracking done by Beam Stack Search and Depth-First Beam Search.
References
- ^ Zhou, Rong. Hansen, Eric. "Beam-Stack Search: Integrating Backtracking with Beam Search". 2005.
- ^ a b Furcy, David. Koenig, Sven. "Limited Discrepancy Beam Search". 2005. http://www.ijcai.org/papers/0596.pdf
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