PlethAugment: GAN-based PPG augmentation for medical diagnosis in low-resource settings

The paucity of physiological time-series data collected from low-resource clinical settings limits the capabilities of modern machine learning algorithms in achieving high performance. Such performance is further hindered by class imbalance; datasets where a diagnosis is much more common than others...

Descripción completa

Detalles Bibliográficos
Autores principales: Kiyasseh, D, Tadesse, GA, Nhan, LNT, Tan, LV, Thwaites, L, Zhu, T, Clifton, D
Formato: Journal article
Lenguaje:English
Publicado: Institute of Electrical and Electronics Engineers 2020