> If I understand you correctly, you're trying to do multilabel classification
> by converting the problem to a multitask binary classification problem.
> Unfortunately, no classifier in scikit-learn can accept an output matrix.
> You need to solve each task independently by fitting a classifier with a
> column (i.e., a vector, not a matrix) of your output matrix.

Decision trees and forests accept an output matrix. You should give
them a try on your problem.

Best,

Gilles

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