On Clustering Time Series Using Euclidean Distance and Pearson Correlation

Michael R. Berthold, Frank Höppner

For time series comparisons, it has often been observed that z-score normalized Euclidean distances far outperform the unnormalized variant. In this paper we show that a z-score no…