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I am trying to build a supervised multi label predictor.

I have tried using a liblinear binary classifier with a model per label but I am not getting good results probably because the training data is very sparse (many of the input documents do not have any labels).

Does someone know if there is a better algorithm I can use for sparsely labelled data?

Jon Lai Lam
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