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A time varying GARCH(p,q) model and related statistical inference

Authors :
Neelabh Rohan
Source :
Statistics & Probability Letters. 83:1983-1990
Publication Year :
2013
Publisher :
Elsevier BV, 2013.

Abstract

We propose a two-step local polynomial and a weighted bootstrapped estimator for the parameter functions of a time varying GARCH( p , q ) model. We also suggest a test statistic for testing the constancy of parameter functions of the model. Asymptotic distributions of the estimators and a test statistic are derived. The validity of the bootstrapped estimator and the test is established with the help of a simulation study.

Details

ISSN :
01677152
Volume :
83
Database :
OpenAIRE
Journal :
Statistics & Probability Letters
Accession number :
edsair.doi...........18ae19b4cdf046a856039ad3adb8eee5
Full Text :
https://doi.org/10.1016/j.spl.2013.04.030