Generalized Selection Method
Keywords:Selection method, evolutionary algorithm (EA), genetic algorithm (GA), continuous scalability of selection pressure, continuous scalability of randomness
AbstractIn this paper we introduce new selection method, 3-selection method. This method tries to generalize the most used selection methods in Genetic Algorithms (GA). Our new method involves both proportional and rank-based methods (order-based) and, moreover, it allows scaling of selection pressure with higher precision. This method is based on defining the shape of probability density distribution which is adjustable by parameters of our method. In addition, our method has one more attribute which adds randomness of selection.
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How to Cite
Lovíšková, J., & Pernecký, D. (2020). Generalized Selection Method. COMPUTING AND INFORMATICS, 38(6), 1418–1443. https://doi.org/10.31577/cai_2019_6_1418