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Manifold-guided SMOTified dual-channel conditional GAN improving highly-imbalanced biomedical data classification.

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Title: Manifold-guided SMOTified dual-channel conditional GAN improving highly-imbalanced biomedical data classification.
Authors: Lin LS; Department of Information Management, National Taipei University of Nursing and Health Sciences, Ming-te Road, Taipei, 112303, Taiwan. lianghsien@ntunhs.edu.tw., Lin CH; Department of Information Management, National Taipei University of Nursing and Health Sciences, Ming-te Road, Taipei, 112303, Taiwan., Chang HY; Department of Information Management, National Taipei University of Nursing and Health Sciences, Ming-te Road, Taipei, 112303, Taiwan., Chuang HC; Department of Industrial and Information Management, National Cheng Kung University, University Road, Tainan, 70101, Taiwan., Liu CC; Department of Health Care Management, National Taipei University of Nursing and Health Sciences, Ming-te Road, Taipei, 112303, Taiwan.
Source: Discover oncology [Discov Oncol] 2026 Feb 22; Vol. 17 (1). Date of Electronic Publication: 2026 Feb 22.
Publication Type: Journal Article
Journal Info: Publisher: Springer Country of Publication: United States NLM ID: 101775142 Publication Model: Electronic Cited Medium: Internet ISSN: 2730-6011 (Electronic) Linking ISSN: 27306011 NLM ISO Abbreviation: Discov Oncol Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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PubType: Academic Journal
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  Data: Manifold-guided SMOTified dual-channel conditional GAN improving highly-imbalanced biomedical data classification.
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  Data: <searchLink fieldCode="AU" term="%22Lin+LS%22">Lin LS</searchLink>; Department of Information Management, National Taipei University of Nursing and Health Sciences, Ming-te Road, Taipei, 112303, Taiwan. lianghsien@ntunhs.edu.tw.<br /><searchLink fieldCode="AU" term="%22Lin+CH%22">Lin CH</searchLink>; Department of Information Management, National Taipei University of Nursing and Health Sciences, Ming-te Road, Taipei, 112303, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chang+HY%22">Chang HY</searchLink>; Department of Information Management, National Taipei University of Nursing and Health Sciences, Ming-te Road, Taipei, 112303, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chuang+HC%22">Chuang HC</searchLink>; Department of Industrial and Information Management, National Cheng Kung University, University Road, Tainan, 70101, Taiwan.<br /><searchLink fieldCode="AU" term="%22Liu+CC%22">Liu CC</searchLink>; Department of Health Care Management, National Taipei University of Nursing and Health Sciences, Ming-te Road, Taipei, 112303, Taiwan.
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  Data: <searchLink fieldCode="JN" term="%22101775142%22">Discover oncology</searchLink> [Discov Oncol] 2026 Feb 22; Vol. 17 (1). <i>Date of Electronic Publication: </i>2026 Feb 22.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer%22">Springer </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>101775142 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2730-6011 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2227306011%22">27306011 </searchLink><i>NLM ISO Abbreviation: </i>Discov Oncol <i>Subsets: </i>PubMed not MEDLINE
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      – Type: doi
        Value: 10.1007/s12672-026-04721-x
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      – Code: eng
        Text: English
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      – TitleFull: Manifold-guided SMOTified dual-channel conditional GAN improving highly-imbalanced biomedical data classification.
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            – D: 22
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              Text: 2026 Feb 22
              Type: published
              Y: 2026
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