def METHOD_NAME(self, X, y, **kwargs):
    """Wrap fit to call BaseClassifier.fit.
    This is a fix to get around the problem with multiple inheritance. The problem
    is that if we just override _fit, this class inherits the fit from the sklearn
    class BaseTimeSeriesForest. This is the simplest solution, albeit a little
    hacky.
    """
    return BaseClassifier.METHOD_NAME(self, X=X, y=y, **kwargs)