This paper proposes an enhanced approach to modeling and forecasting volatility using high frequency data. Using a … forecasting model based on Realized GARCH with multiple time-frequency decomposed realized volatility measures, we study the … important for forecasting performance. An interesting insight into the volatility process is also provided by its multiscale …