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Lp-functionals for change point detection in random coefficient autoregressive models

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posted on 2023-05-15, 14:51 authored by Horvath Lajos, Lorenzo Trapani

We study a family of Lp-functionals of the weighted CUSUM test statistic to detect the presence of changepoints in the deterministic part of the autoregressive parameter in a Random Coefficient AutoRegressive sequence of order 1 (RCA(1)). Our statistics are robust against the presence of heteroskedasticity of unknown form, and can be applied irrespective of whether the sequence is stationary or not, with no prior knowledge of stationarity or lack thereof required.

Funding

MSC 62M1062G20

History

Author affiliation

School of Business, University of Leicester

Version

  • AM (Accepted Manuscript)

Published in

Statistics and Probability Letters

Publisher

Elsevier

issn

0167-7152

Copyright date

2023

Available date

2024-05-06

Language

en

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