In many cases, traditional cluster analysis, that is, hierarchical clustering, is used for clustering time series. Hierarchical clustering In this case, first a suitable distance measure inheriting the dynamic features of the time series is defined for comparing time series and, successively, a standard hierarchical (e.g., agglomerative) cluster analysis is applied using the defined distance. For this reason, in this chapter, we briefly describe the traditional clustering methods.