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Mathematical and Empirical Analysis of the Real World Tournament Selection

机译:真实世界比赛选择的数学和经验分析

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摘要

This paper provides a theoretical and empirical analysis of a recently proposed selection method, which is called 'Real World Tournament Selection' (RWTS). First of all, a characteristic of the selection probability of RWTS is analyzed. Secondly, the performance of RWTS is more widely tested at three benchmark problems - function optimization problems, the traveling salesman problem and the multdimensional knapsack problem. Finally, RWTS is compared with five well-known selection strategies. The experimental results show that it can achieve an encouraging performance, not only solution quality but also computation time.
机译:本文对最近提出的选择方法“现实世界锦标赛选择”(RWTS)进行了理论和实证分析。首先,分析了RWTS选择概率的特征。其次,RWTS的性能在三个基准问题上进行了更广泛的测试,这三个问题是功能优化问题,旅行商问题和多维背包问题。最后,将RWTS与五种著名的选择策略进行比较。实验结果表明,该算法不仅可以提高解决方案的质量,而且可以缩短计算时间,从而获得令人鼓舞的性能。

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