Kanghyeon Seo

DAE-SRP: A Deep Auto-Encoder Framework for Denoised Stock Return Prediction

Predicting stock returns remains challenging because financial time series are inherently noisy and driven by unobserved dynamic factors. Although numerous deep learning models exist, they typically process raw price data end-to-end. This direct processing makes them prone to overfitting and unable to capture underlyin...