Rethinking hyperparameter optimization for efficient and explainable machine learning in civic health decision-making: empirical evidence from malaria severity prediction

Olushina Olawale Awe, Julia Soares de Souza, Erson Kaue Bittencourt Cruz, Olukorede Olabanji Adekunle, Paul J. Owolabi, Emmanuel Olusola Oladeji

Open source

DOI
10.1186/s12911-026-03732-6
Published
2026-08-01
Container
BMC Medical Informatics and Decision Making
Publisher
Springer Science and Business Media LLC
Open access
unknown

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BibTeX

@article{allodium:10.1186/s12911-026-03732-6,
  title = {Rethinking hyperparameter optimization for efficient and explainable machine learning in civic health decision-making: empirical evidence from malaria severity prediction},
  author = {Olushina Olawale Awe and Julia Soares de Souza and Erson Kaue Bittencourt Cruz and Olukorede Olabanji Adekunle and Paul J. Owolabi and Emmanuel Olusola Oladeji},
  year = {2026},
  journal = {BMC Medical Informatics and Decision Making},
  doi = {10.1186/s12911-026-03732-6},
  url = {https://doi.org/10.1186/s12911-026-03732-6}
}

RIS

TY  - JOUR
TI  - Rethinking hyperparameter optimization for efficient and explainable machine learning in civic health decision-making: empirical evidence from malaria severity prediction
AU  - Olushina Olawale Awe
AU  - Julia Soares de Souza
AU  - Erson Kaue Bittencourt Cruz
AU  - Olukorede Olabanji Adekunle
AU  - Paul J. Owolabi
AU  - Emmanuel Olusola Oladeji
PY  - 2026
JO  - BMC Medical Informatics and Decision Making
DO  - 10.1186/s12911-026-03732-6
UR  - https://doi.org/10.1186/s12911-026-03732-6
ER  - 

APA

Awe, O. O., Souza, J. S. D., Cruz, E. K. B., Adekunle, O. O., Owolabi, P. J., & Oladeji, E. O. (2026). Rethinking hyperparameter optimization for efficient and explainable machine learning in civic health decision-making: empirical evidence from malaria severity prediction. BMC Medical Informatics and Decision Making. https://doi.org/10.1186/s12911-026-03732-6

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