Interesting topic I did not know about PU Learning and that might be
useful in practice (a bit like the active learning setting of
LabelPropagation / LabelSpreading).

As Gael suggested it might be worth to ask on
http://metaoptimize.com/qa . Also why not ask the authors directly if
it's not clear enough in the paper.

-- 
Olivier
http://twitter.com/ogrisel - http://github.com/ogrisel

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