Testing for Change Points in Time Series Models and Limiting Theorems for NED Sequences

Authors
Citation
Ling, Shiqing, Testing for Change Points in Time Series Models and Limiting Theorems for NED Sequences, Annals of statistics , 35(3), 2007, pp. 1213-1237
Journal title
ISSN journal
00905364
Volume
35
Issue
3
Year of publication
2007
Pages
1213 - 1237
Database
ACNP
SICI code
Abstract
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.