Augmentation of EEG and ECG Time Series for Deep Learning Applications: Integrating Changepoint Detection into the iAAFT Surrogates

Nina Moutonnet, Gregory Scott, Danilo P. Mandic

The performance of deep learning methods critically depends on the quality and quantity of the available training data. This is especially the case for physiological time series, w…