Bayesian statistics approach to chess engines optimization

Ivan Ivec, Ivana Vojnovi'c
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Abstract

We develop a new method for stochastic optimization using the Bayesian statistics approach. More precisely, we optimize parameters of chess engines as those data are available to us, but the method should apply to all situations where we want to optimize a certain gain/loss function which has no analytical form and thus cannot be measured directly but only by comparison of two parameter sets. We also experimentally compare the new method with the famous SPSA method.
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贝叶斯统计方法对象棋引擎的优化
本文提出了一种利用贝叶斯统计方法进行随机优化的新方法。更准确地说,我们优化象棋引擎的参数,因为这些数据对我们来说是可用的,但这种方法应该适用于我们想要优化某种增益/损失函数的所有情况,这种函数没有分析形式,因此不能直接测量,只能通过比较两个参数集。并与著名的SPSA方法进行了实验比较。
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