Abstract
This research proposes developing and evaluating deep neural networks for analyzing time series in healthcare applications, focusing on data from real-world data repositories such as PhysioBank. Initially, experimental studies will be conducted to compare classification and extrinsic regression algorithms, identifying data standardization guidelines and assessing their advantages and limi…