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The Variance of Two Game Tree Algorithms

✍ Scribed by Yanjun Zhang


Publisher
Elsevier Science
Year
1998
Tongue
English
Weight
210 KB
Volume
28
Category
Article
ISSN
0196-6774

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✦ Synopsis


This article studies the variance of two game tree algorithms, ␣-␀ search and SCOUT, in the stochastic i.i.d. model. The problem of determining the variance of the classic ␣-␀ search algorithm in the i.i.d. model was long open. This article resolves this problem partially. It is shown, by the martingale method, that the standard deviation of the weaker ␣-␀ search without deep cutoffs is of the same order as the expected number of leaves evaluated. A nearly optimal upper bound on the variance of the general ␣-␀ search is obtained. A thorough treatment of the two-pass SCOUT algorithm is presented. The variance of the SCOUT algorithm is determined.


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