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In this paper, an overview of the time series smoothing problem is provided and the role of data aggregation is described using a weighted average of the past observations. Two important features associated with this smoothing process are introduced. One is the average age of the data and other is the expected variance. It is noted how both of these are defined in terms of the associated weights....
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