def ensemble_support_matrix(self, X):
        """Ensemble support matrix."""
        return np.nan_to_num(np.array([clf.predict_proba(X[:,subspace])
                                       for clf, subspace in zip(self.ensemble_,
                                                                self.subspaces)]))