Financial Time Series Data Augmentation with Generative Adversarial Networks and Extended Intertemporal Return Plots

Justin Hellermann, Qinzhuan Qian, Ankit Shah

Data augmentation is a key regularization method to support the forecast and classification performance of highly parameterized models in computer vision. In the time series domain…