Abhinav Jain

A Study on Long-Horizon Stock Forecasting Failures With Deep Sequential Models

Short-term daily financial prediction is possible due to the high correlation between two consecutive daily price movements. However, long-term financial prediction through deep architectures fails due to the Markovian nature of the underlying financial dataset, resulting in correlation decay or raising temporal indepe...