> I would store a list of IsotonicRegression objects, one per class. Then in
> predict proba, each IsotonicRegression object can be used to calibrate one
> column of estimator.decision_function or estimator.predict_proba.

Would it be possible/reasonnable to use the OvA/OvR meta estimator?