This study investigates whether intraday returns contain important informat
ion for forecasting daily volatility. Whereas in the existing literature vo
latility models for daily returns are improved by including intraday inform
ation such as the daily high and low, volume, the number of trades, and int
raday returns, here the volatility of intraday returns is explicitly modell
ed. Daily volatility forecasts are constructed from multiple volatility for
ecasts for intraday intervals. It is shown for the DEM/USD and the YEN/USD
exchange rates that this results in superior forecasts for daily volatility
. (C) 2001 Elsevier Science Ltd. All rights reserved. JEL classification: G
15.