A Novel Feature Selection Method Based on Extreme Learning Machine and Fractional-Order Darwinian PSO
Joint Authors
Wang, Yuan-Yuan
Zhang, Huan
Qiu, Chen-Hui
Xia, Shun-Ren
Source
Computational Intelligence and Neuroscience
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-8, 8 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-05-06
Country of Publication
Egypt
No. of Pages
8
Main Subjects
Abstract EN
The paper presents a novel approach for feature selection based on extreme learning machine (ELM) and Fractional-order Darwinian particle swarm optimization (FODPSO) for regression problems.
The proposed method constructs a fitness function by calculating mean square error (MSE) acquired from ELM.
And the optimal solution of the fitness function is searched by an improved particle swarm optimization, FODPSO.
In order to evaluate the performance of the proposed method, comparative experiments with other relative methods are conducted in seven public datasets.
The proposed method obtains six lowest MSE values among all the comparative methods.
Experimental results demonstrate that the proposed method has the superiority of getting lower MSE with the same scale of feature subset or requiring smaller scale of feature subset for similar MSE.
American Psychological Association (APA)
Wang, Yuan-Yuan& Zhang, Huan& Qiu, Chen-Hui& Xia, Shun-Ren. 2018. A Novel Feature Selection Method Based on Extreme Learning Machine and Fractional-Order Darwinian PSO. Computational Intelligence and Neuroscience،Vol. 2018, no. 2018, pp.1-8.
https://search.emarefa.net/detail/BIM-1130768
Modern Language Association (MLA)
Wang, Yuan-Yuan…[et al.]. A Novel Feature Selection Method Based on Extreme Learning Machine and Fractional-Order Darwinian PSO. Computational Intelligence and Neuroscience No. 2018 (2018), pp.1-8.
https://search.emarefa.net/detail/BIM-1130768
American Medical Association (AMA)
Wang, Yuan-Yuan& Zhang, Huan& Qiu, Chen-Hui& Xia, Shun-Ren. A Novel Feature Selection Method Based on Extreme Learning Machine and Fractional-Order Darwinian PSO. Computational Intelligence and Neuroscience. 2018. Vol. 2018, no. 2018, pp.1-8.
https://search.emarefa.net/detail/BIM-1130768
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1130768