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arxiv: 1611.01370 · v1 · pith:HW3YMUN6new · submitted 2016-11-04 · 🧮 math.ST · stat.TH

Partial autocorrelation parameterization for subset autoregression

classification 🧮 math.ST stat.TH
keywords modelsautocorrelationmodelpartialsubsetapproachautoregressionautoregressions
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A new version of the partial autocorrelation plot and a new family of subset autoregressive models are introduced. A comprehensive approach to model identification, estimation and diagnostic checking is developed for these models. These models are better suited to efficient model building of high-order autoregressions with long time series. Several illustrative examples are given.

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