Ensemble vs. time averages in financial time series analysis

► Empirical evidence for non-stationary increments in financial time series is provided. ► An ensemble average approach to assess financial time series is proposed. ► Based on empirical analysis, we define an intraday volatility model. ► Using model data, we compare time and ensemble averaging techniques. ► The ensemble average approach identifies the underlying model dynamics correctly.