Derivation of the Autocorrelation Function (ACF) for a White Noise Process
Students often confuse 'uncorrelated' with 'independent', which is true for Gaussian white noise but not generally. Another pitfall is forgetting the standardization step (dividing by variance) when moving from autocovariance to autocorrelation, leading to incorrect values.
Institutional Reference: Time Series Analysis
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