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Open Access
Peer-reviewed
Research Article
Approaches for handling imbalanced data used in machine learning in the healthcare field: A case study on Chagas disease database prediction
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André G. Coimbra ,
Contributed equally to this work with: André G. Coimbra, Cleiane G. Oliveira, Matheus P. Libório, Hasheem Mannan, Laercio I. Santos, Elisa Fusco
Roles Conceptualization, Formal analysis, Investigation, Methodology, Software
Affiliations Graduate Program in Computer Modeling and Systems, UNIMONTES, Montes Claros, Brazil, Graduate Program in Health Science, UNIMONTES, Montes Claros, Brazil
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Cleiane G. Oliveira ,
Contributed equally to this work with: André G. Coimbra, Cleiane G. Oliveira, Matheus P. Libório, Hasheem Mannan, Laercio I. Santos, Elisa Fusco
Roles Conceptualization, Formal analysis, Investigation, Methodology, Software
Affiliations Graduate Program in Health Science, UNIMONTES, Montes Claros, Brazil, Instituto Federal do Norte de Minas Gerais, Montes Claros Brazil
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Matheus P. Libório ,
Contributed equally to this work with: André G. Coimbra, Cleiane G. Oliveira, Matheus P. Libório, Hasheem Mannan, Laercio I. Santos, Elisa Fusco
Roles Conceptualization, Formal analysis, Investigation, Methodology, Writing – original draft, Writing – review & editing
Affiliation Graduate Program in Computer Modeling and Systems, UNIMONTES, Montes Claros, Brazil
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Hasheem Mannan ,
Contributed equally to this work with: André G. Coimbra, Cleiane G. Oliveira, Matheus P. Libório, Hasheem Mannan, Laercio I. Santos, Elisa Fusco
Roles Conceptualization, Formal analysis, Investigation, Methodology, Supervision, Writing – original draft, Writing – review & editing
* E-mail: hasheem.mannan@ucd.ie
Affiliation University College Dublin School of Nursing, Midwifery and Health Systems, Health Sciences Centre, Belfield, Dublin 4, Ireland
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Laercio I. Santos ,
Contributed equally to this work with: André G. Coimbra, Cleiane G. Oliveira, Matheus P. Libório, Hasheem Mannan, Laercio I. Santos, Elisa Fusco
Roles Conceptualization, Data curation, Investigation, Methodology
Affiliation Instituto Federal do Norte de Minas Gerais, Montes Claros Brazil
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Elisa Fusco ,
Contributed equally to this work with: André G. Coimbra, Cleiane G. Oliveira, Matheus P. Libório, Hasheem Mannan, Laercio I. Santos, Elisa Fusco
Roles Conceptualization, Formal analysis, Supervision, Writing – original draft, Writing – review & editing
Affiliation Department of Statistics, Computer Science, University of Florence, Florence, Italy
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Marcos F.S.V. D’Angelo
Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing
Affiliation Department of Computer Science, UNIMONTES, Av. Rui Braga, sn, Vila Mauricéia, Montes Claros, Brazil
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Approaches for handling imbalanced data used in machine learning in the healthcare field: A case study on Chagas disease database prediction
- André G. Coimbra,
- Cleiane G. Oliveira,
- Matheus P. Libório,
- Hasheem Mannan,
- Laercio I. Santos,
- Elisa Fusco,
- Marcos F.S.V. D’Angelo
- Published: May 13, 2025
- https://doi.org/10.1371/journal.pone.0320966