Using transfer learning and dimensionality reduction techniques to improve generalisability of machine-learning predictions of mosquito ages from mid-infrared spectra - 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. (BMC bioinformatics, 2023)
Keywords: Adult; Analysis; Animals; Anopheles; Anopheles arabiensis; Convolutional neural network; Dimensionality reduction; Disease transmission; Female; Generalisability; Humans; Machine Learning; Malaria; Mosquito Vectors; Prevention; Standard machine learning; Transfer learning; South Africa; Dimensionality reduction; Anopheles arabiensis; Generalisability; Transfer learning; Convolutional neural network; Standard machine learning