High-dimensional multi-objective feature selection with niche-based binary differential evolution

•The model for the multi-objective feature selection problem has been established.•A niche-based binary differential evolution algorithm is proposed.•The MONBDE algorithm outperforms the comparison algorithms in terms of performance. Feature selection is a critical step in machine learning and data...

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Bibliographic Details

Published in:	Expert systems with applications Vol. 298; p. 129478
Main Authors:	Yue, Xuezhi, Zuo, Xiang, Ling, Pengfei, Xiong, Chao, Peng, Hu, Zeng, Yuan
Format:	Journal Article
Language:	English
Published:	Elsevier Ltd 01.03.2026
Subjects:	Differential evolution Feature selection Multi-objective optimization Redundant solution repair Differential evolution Feature selection Multi-objective optimization Redundant solution repair
ISSN:	0957-4174
Online Access:	Get full text
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