Multi-scale niching based differential evolution for feature selection on high-dimensional data

doi:10.1016/j.asoc.2025.113510

Multi-scale niching based differential evolution for feature selection on high-dimensional data

2025-07-30

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DOI：10.1016/j.asoc.2025.113510

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Abstract

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• A novel MNDE is proposed for feature selection on high-dimensional datasets. • A multi-scale niching technique is developed to acquire niches from two perspectives. • A new mutation operator is designed to enhance internal information exchange. • A new crossover operator is designed to promote external information exchange.

Keywords:

MNDE

feature selection

high-dimensional datasets

multi-scale niching

mutation operator

crossover operator

Multi-scale niching based differential evolution for feature selection on high-dimensional data

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