In [3] and [4], the authors introduce the idea of Early Application Identification and classify traffic flows by looking only at the lengths of the first packets in a flow; classification is performed by using clustering techniques such as K-means, Hidden Markov Models (HMM) and Gaussian Mixture Models (GMM).