Convergence analyses of simulated evolution algorithms

Chi-Yu Mao, Y. Hu
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引用次数: 3

Abstract

In this paper, we show that simulated evolution (SE) can be modeled by an ergodic Markov chain. As such, the global convergence of the SE algorithm is established. Moreover, we propose to use the mean first visit time of an ergodic Markov chain to characterize the convergence time of the SE algorithm such that the fast convergence feature of SE can be assessed theoretically and experimentally.<>
模拟进化算法的收敛性分析
本文证明了模拟进化(SE)可以用遍历马尔可夫链来建模。从而证明了该算法的全局收敛性。此外,我们提出用遍历马尔可夫链的平均首次访问时间来表征该算法的收敛时间,从而可以从理论上和实验上评价该算法的快速收敛特性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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