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...

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Bibliographic Details
Main Authors: Kiyasseh, D, Tadesse, GA, Nhan, LNT, Tan, LV, Thwaites, L, Zhu, T, Clifton, D
Format: Journal article
Language:English
Published: Institute of Electrical and Electronics Engineers 2020