Before revision:  We find that most of the information for future volatility comes from high frequency part of the spectra representing very short investment horizons  .
After revision:  We find that most of the information for future volatility comes from high frequency part of the spectra representing very short investment horizons . Our newly proposed models outperform statistically the popular as well conventional models in both one-day and multi-period-ahead forecasting .