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Moving average and mean square error

As long as there is either an upward or downward trend in the data, will a k-period moving average have a smaller mean square error than a moving average obtained with k+1 periods? Why or why not?

Solution Summary

This solution is provided in 222 words in an attached .doc file. It uses the example of a time series to predict and calculate the mean square error.