Using transfer learning and dimensionality reduction techniques to improve generalisability of machine-learning predictions of mosquito ages from mid-infrared spectra

BACKGROUND: Old mosquitoes are more likely to transmit malaria than young ones. Therefore, accurate prediction of mosquito population age can drastically improve the evaluation of mosquito-targeted interventions. However, standard methods for age-grading mosquitoes are laborious and costly. We have...

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Detalles Bibliográficos
Autores principales: Mwanga, Emmanuel P., Siria, Doreen J., Mitton, Joshua, Mshani, Issa H., González-Jiménez, Mario, Selvaraj, Prashanth, Wynne, Klaas, Baldini, Francesco, Okumu, Fredros O., Babayan, Simon A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2023
Materias:
Research
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9830685/
https://www.ncbi.nlm.nih.gov/pubmed/36624386
http://dx.doi.org/10.1186/s12859-022-05128-5

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