HybridGWOSPEA2ABC: a novel feature selection algorithm for gene expression data analysis and cancer classification

The novel hybridization algorithm enhances performance by maintaining solution diversity, efficiently converging to optimal solutions, and improving the exploration and exploitation of the search space. This study provides a better understanding of relevant genes for cancer classification and promotes effective methodologies for disease detection and classification.

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Publication Details

Journal
Computer Methods in Biomechanics & Biomedical Engineering
Published
2025-04-26
DOI
https://doi.org/10.1080/10255842.2025.2495248
Citations
3
Primary Topic
Gene expression and cancer classification
Type
article
Field-Weighted Citation Impact
2.42
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article

HybridGWOSPEA2ABC: a novel feature selection algorithm for gene expression data analysis and cancer classification

Thipendra P. Singh, Ashimjyoti Nath, Sanjib Kr. Kalita, Chandan Jyoti Kumar et al.
3 citations
Computer Methods in Biomechanics & Biomedical Engineering
Gene expression and cancer classification
2.42
article

HybridGWOSPEA2ABC: a novel feature selection algorithm for gene expression data analysis and cancer classification

Thipendra P. Singh, Ashimjyoti Nath, Sanjib Kr. Kalita, Chandan Jyoti Kumar, Renu Dhir
article en
3 citations

Abstract

The novel hybridization algorithm enhances performance by maintaining solution diversity, efficiently converging to optimal solutions, and improving the exploration and exploitation of the search space. This study provides a better understanding of relevant genes for cancer classification and promotes effective methodologies for disease detection and classification.

Computer Methods in Biomechanics & Biomedical Engineering
Gauhati University (IN), Bennett University (IN), Cotton University (IN), Dr. B. R. Ambedkar National Institute of Technology Jalandhar (IN)
Zero hunger
Openalex Percentile: Top 12%
Gene expression and cancer classification
2.42
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