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Algorithms, Vol. 11, Pages 174: Local Coupled Extreme Learning Machine Based on Particle Swarm Optimization (2018)

Hongli Guo, Bin Li, Wei Li, Fengjuan Qiao, Xuewen Rong, Yibin Li

MDPI

In: Algorithms

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Publication Date: 2018

Description: We developed a new method of intelligent optimum strategy for a local coupled extreme learning machine (LC-ELM). In this method, both the weights and biases between the input layer and the hidden layer, as well as the addresses and radiuses in the local coupled parameters, are determined and optimized based on the particle swarm optimization (PSO) algorithm. Compared with extreme learning machine (ELM), LC-ELM and extreme learning machine based on particle optimization (PSO-ELM) that have the same network size or compact network configuration, simulation results in terms of regression and classification benchmark problems show that the proposed algorithm, which is called LC-PSO-ELM, has improved generalization performance and robustness.

Electronic ISSN: 1999-4893

Topics: Computer Science

Published by MDPI

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