Combining Deep Learning and GARCH Models for Financial Volatility and Risk Forecasting

Jakub Michańków, Łukasz Kwiatkowski, Janusz Morajda

In this paper, we develop a hybrid approach to forecasting the volatility and risk of financial instruments by combining common econometric GARCH time series models with deep learn…