Hello,
        How about trying the sextante library

http://sextante.forge.osor.eu/

it can directly take a GeoTools FeatureCollections as input and will also
return a FeatureCollection with an extra field containing the
classifications. It know it uses KMeans but it could also include some
others (i think a weighted kmeans also exists).

Anyway, good luck.....

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