[ENH] Add Overall Weighted Average (OWA) Score
This PR adds overall weighted average score which was used in the M4 forecasting competition.
The metric is defined as: OWA = 0.5 * ( MASE / MASE_Naive2 + sMAPE / sMAPE_Naive2 ). Naive2 here is defined as following:
I am not aware of the method to get Naive2 in sktime, so in the doctest example, I have used pre-defined array as y_pred_benchmark.
I am not aware of the method to get
Naive2in sktime, so in the doctest example, I have used pre-defined array asy_pred_benchmark.
I see, that is the right decision - simply make y_pred_benchmark arbitrary.
Btw, you can get Naive2 by using Deseasonalizer, and the TransformIf compositor together with the SeasonalityACF estimator (but that is not needed).