Abstract: | We provide an overview of the papers contained in this Special Issue of the Journal of Forecasting and also discuss some new models for analysing financial time series that have recently been proposed. These are illustrated by empirical examples using 60 years of daily data on the London Stock Exchange's FT30 index. |