Abstract In this paper we develop a method to quantify the accuracy of different pattern extraction techniques for additive space–time modes often assumed be present in climate data. It has previously been shown that standard technique principal component analysis (PCA; also known as empirical orthogonal functions) may extract patterns are not physically meaningful. Here analyze two modern meth...