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Shrinkage estimator versus time series with decay.

Example of time series with decay:
JP Morgan rule for predicting vol. Vol^2 =last period vol^ plus random noise^2.

What's the difference between these two ideas?

I've searched the forum but nothing doing......

Thanks,


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