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Open Access

Peer-reviewed

Research Article

Margin weighted robust discriminant score for feature selection in imbalanced gene expression classification

Sheema Gul,

Roles Conceptualization, Data curation, Methodology, Software, Writing – original draft, Writing – review & editing

Affiliation Department of Statistics, Abdul Wali Khan University, Mardan, Pakistan
⨯
Dost Muhammad Khan,

Roles Investigation, Validation, Visualization

Affiliation Department of Statistics, Abdul Wali Khan University, Mardan, Pakistan

https://orcid.org/0000-0002-3919-8136

⨯
Saeed Aldahmani,

Roles Conceptualization, Formal analysis, Software, Writing – review & editing

Affiliation Department of Statistics and Business Analytics, United Arab Emirates University, Al Ain, United Arab Emirates
⨯
Zardad Khan

Roles Conceptualization, Software, Supervision, Writing – review & editing

* E-mail: zaar@uaeu.ac.ae

Affiliation Department of Statistics and Business Analytics, United Arab Emirates University, Al Ain, United Arab Emirates

https://orcid.org/0000-0003-3933-9143

⨯

Margin weighted robust discriminant score for feature selection in imbalanced gene expression classification

Sheema Gul,
Dost Muhammad Khan,
Saeed Aldahmani,
Zardad Khan

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Published: June 10, 2025
https://doi.org/10.1371/journal.pone.0325147

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Gene expression
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Support vector machines
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Signal to noise ratio
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Machine learning algorithms
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Signal amplification
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Simulation and modeling
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Statistical distributions
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Gene regulation
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