As discussed here, Do you know of any tools which provides a centroid algorithm for text classification in java?
Centroid algorithm for text classification, tools?
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scikit-learn includes this as the class
NearestCentroid. It also includes an implementation of L2-normalized tf-idf.[Disclaimer: I'm a scikit-learn developer.]