Image-based identification and DEA-based optimization modeling of antibiotic packaging using unsupervised learning techniques

• Phakdee Sukpornsawan,

  Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

  Affiliation Faculty of Pharmaceutical Sciences, Burapha University, Chonburi, Thailand

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• Yutthapoom Meepradist,

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology

  Affiliation Faculty of Pharmaceutical Sciences, Burapha University, Chonburi, Thailand

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• Titinun Auamnoy,

  Roles Conceptualization, Data curation, Formal analysis, Validation

  Affiliation Faculty of Pharmaceutical Sciences, Burapha University, Chonburi, Thailand

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• Ureerat Suksawatchon,

  Roles Conceptualization, Data curation, Project administration, Resources, Software, Supervision, Validation

  Affiliation Faculty of Informatics, Burapha University, Chonburi, Thailand

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• Somchart Chokchaitam,

  Roles Conceptualization, Data curation, Project administration, Resources, Software, Supervision, Validation

  Affiliation Faculty of Engineering, Thammasat University, Pathum Thani, Thailand

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• Suthabordee Muongmee

  Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Writing – original draft, Writing – review & editing

  * E-mail: suthabordee@go.buu.ac.th

  Affiliation Faculty of Pharmaceutical Sciences, Burapha University, Chonburi, Thailand

  https://orcid.org/0000-0003-4033-3371

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