Scaling up WA* with commitment and diversity

David Furcy, Sven Koenig · 2005

Weighted A * (WA*) is a popular search technique that scales up A * while sacrificing solution quality. Recently, researchers have proposed two variants of WA*: KWA* adds diversity to WA*, and MSC-WA * adds commitment to WA*. In this paper, we demonstrate that there is benefit in combining them. The resulting MSC-KWA * scales up to larger domains than WA*, KWA * and MSC-WA*, which is rather surprising since diversity and commitment at first glance seem to be opposing concepts. 1

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