Summing up, regarding the results from the Makridakis competitions and other similar competitions like the Kaggle competitions, there seems to be a definite trend where the ML forecasts are improving, and at least, in some areas as those with high spectral entropy are superior to statistical forecasts.
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Selected Topics in Time Series Forecasting: Statistical Models vs. Machine Learning.
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