ABSTRACT

It is often useful and helpful in clarifying the nature of time series if we look at the time series as a sum of two components, that is, the predictor (predictable component) and the prediction error (unpredictable component). The Doob decomposition theorem, which we see in the following, provides us with a simple and useful base for our innovation approach to time series analysis.