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