Time Averages,Climatic Change,and Predictability

Traditional averaging procedures (e.g., annual average, climatic normals) are shown to have both theoretical and practical failings when used for prediction or for detection of small climatic changes. Transformation of a multivariate autoregressive process (predictable components analysis) provides a useful way to construct empirical functions capturing the dynamic behavior of climatic variables.