Ensemble-based multiclass lung cancer classification using hybrid CNN-SVD feature extraction and selection method

Md. Sabbir Hossain; Niloy Basak; Md. Aslam Mollah; Md. Nahiduzzaman; Mominul Ahsan; Julfikar Haider

doi:10.1371/journal.pone.0318219

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Open Access

Peer-reviewed

Research Article

Ensemble-based multiclass lung cancer classification using hybrid CNN-SVD feature extraction and selection method

Md. Sabbir Hossain,

Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Validation, Visualization, Writing – original draft, Writing – review & editing

Affiliation Department of Electronics & Telecommunication Engineering, Rajshahi University of Engineering & Technology, Rajshahi, Bangladesh
⨯
Niloy Basak,

Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Validation, Visualization, Writing – original draft, Writing – review & editing

Affiliation Department of Electrical & Computer Engineering, Rajshahi University of Engineering & Technology, Rajshahi, Bangladesh
⨯
Md. Aslam Mollah,

Roles Conceptualization, Data curation, Formal analysis, Methodology, Validation, Visualization, Writing – original draft, Writing – review & editing

Affiliation Department of Electronics & Telecommunication Engineering, Rajshahi University of Engineering & Technology, Rajshahi, Bangladesh
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Md. Nahiduzzaman,

Roles Conceptualization, Formal analysis, Investigation, Methodology, Validation, Visualization, Writing – original draft, Writing – review & editing

Affiliation Department of Electrical & Computer Engineering, Rajshahi University of Engineering & Technology, Rajshahi, Bangladesh
⨯
Mominul Ahsan,

Roles Conceptualization, Formal analysis, Investigation, Methodology, Supervision, Validation, Visualization, Writing – review & editing

Affiliation Department of Computer Science, University of York, York, United Kingdom

https://orcid.org/0000-0002-7300-506X

⨯
Julfikar Haider

Roles Conceptualization, Formal analysis, Investigation, Methodology, Supervision, Validation, Visualization, Writing – review & editing

* E-mail: j.haider@mmu.ac.uk

Affiliation Department of Engineering, Manchester Metropolitan University, Manchester, United Kingdom

https://orcid.org/0000-0001-7010-8285

⨯

Ensemble-based multiclass lung cancer classification using hybrid CNN-SVD feature extraction and selection method

Md. Sabbir Hossain,
Niloy Basak,
Md. Aslam Mollah,
Md. Nahiduzzaman,
Mominul Ahsan,
Julfikar Haider

Published: March 19, 2025
https://doi.org/10.1371/journal.pone.0318219

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Lung and intrathoracic tumors
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Computed axial tomography
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Machine learning
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Non-small cell lung cancer
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Machine learning algorithms
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Singular value decomposition
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