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arxiv: 0708.2369 · v1 · submitted 2007-08-17 · 🧮 math.ST · stat.TH

Testing for change points in time series models and limiting theorems for NED sequences

classification 🧮 math.ST stat.TH
keywords changegenerallimitingmodelspointssequencesseriesstrong
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This paper first establishes a strong law of large numbers and a strong invariance principle for forward and backward sums of near-epoch dependent sequences. Using these limiting theorems, we develop a general asymptotic theory on the Wald test for change points in a general class of time series models under the no change-point hypothesis. As an application, we verify our assumptions for the long-memory fractional ARIMA model.

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