ACF and PACF Interpretation foundational

How total and direct lag dependence leave different signatures in time-series plots, and why those signatures are useful but never definitive.

How total and direct lag dependence leave different signatures in time-series plots, and why those signatures are useful but never definitive.

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References

A New Approach to the Economic Analysis of Nonstationary Time Series and the Business Cycle
James D. Hamilton (1989) — Econometrica
Generalized autoregressive conditional heteroskedasticity
Tim Bollerslev (1986) — Journal of Econometrics