Multivariate extensions to existing partitional time series clustering algorithms presented and implemented in;
http://snap.stanford.edu/data/ksc.html
http://www.cs.columbia.edu/~jopa/kshape.html
Python and Matlab implementations of the algorithms presented in the paper titled "Discovering Patterns of Online Popularity from Time Series"