Encoding Cardiopulmonary Exercise Testing Time Series as Images for Classification using Convolutional Neural Network. (arXiv:2204.12432v1 [cs.LG])

Exercise testing has been available for more than a half-century and is a
remarkably versatile tool for diagnostic and prognostic information of patients
for a range of diseases, especially cardiovascular and pulmonary. With rapid
advancements in technology, wearables, and learning algorithm in the last
decade, its scope has evolved. Specifically, Cardiopulmonary exercise testing
(CPX) is one of the most commonly used laboratory tests for objective
evaluation of exercise capacity and performance levels in patients. CPX
provides a non-invasive, integrative assessment …

arxiv classification convolutional neural network encoding exercise images network neural network series testing time time series