. The residuals, aka the estimated noise, are the basis for modeling the uncertainty in the model. In most courses in data analysis, the focus is on white noise (independent, normal errors, with zero mean and constant variance).

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Basic Data Analysis for Time Series with R by DeWayne R. Derryberry

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