Abstract
Binary Particle Swarm Optimization (BPSO) is a swarm intelligence to optimize discrete space problems by extending the Particle Swarm Optimization. Its transfer function is the key element of BPSO. In this paper, a new V-shaped transfer function with a parameter k has been proposed. The parameter k was used to control the opening size of the transfer function. At first, the setting of the parameter k has been obtained by the experiments, and then the new V-shaped transfer with the optimal k value is compared with the other kinds of the V-shaped transfer functions by the experiment of feature selection. The results have indicated that the new V-shaped transfer function improved the performance of Binary Particle Swarm Optimization.
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CITATION STYLE
Zhang, D. Y., Liu, J. H., Jiang, L., Bu, G. N., Hu, R. Y., & Luo, Y. X. (2020). The Improvement of V-Shaped Transfer Function of Binary Particle Swarm Optimization. In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (Vol. 12145 LNCS, pp. 202–211). Springer. https://doi.org/10.1007/978-3-030-53956-6_18
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