Journal of Jishou University(Natural Sciences Edition) ›› 2022, Vol. 43 ›› Issue (6): 14-19.DOI: 10.13438/j.cnki.jdzk.2022.06.004

• Computer • Previous Articles     Next Articles

Application of Mirror ELM Based on Bio-Inspired Algorithm Optimization

YIN Yumin,LIAO Bolin   

  1. (College of Computer Science and Engineering,Jishou University,Jishou 416000,Hunan China)
  • Online:2022-11-25 Published:2023-01-10

Abstract: This study proposes a method to determine the weights of an improved ELM.The weight determination process of this method and the traditional ELM weight determination process mirror each other,so it is termed Mirror ELM (MELM).At the same time,a novel bio-inspired algorithm named Beetle Antennae Search (BAS) is used to optimize the selection of neural network weights and is applied in pattern classification.Experimental results show that the proposed BAS-MELM has more simple neural network structure and superior generalization performance in terms of pattern classification.

Key words: extreme learning machine, bio-inspired algorithm, optimization solution, pattern classification, mirror, beetle antennae search algorithm

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