A Model Specification Test For GARCH(1,1) Processes

A Model Specification Test For GARCH(1,1) Processes

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Article ID: iaor2016333
Volume: 42
Issue: 4
Start Page Number: 1167
End Page Number: 1193
Publication Date: Dec 2015
Journal: Scandinavian Journal of Statistics
Authors: , ,
Keywords: simulation, statistics: regression
Abstract:

We provide a consistent specification test for generalized autoregressive conditional heteroscedastic (GARCH (1,1)) models based on a test statistic of Cramér‐von Mises type. Because the limit distribution of the test statistic under the null hypothesis depends on unknown quantities in a complicated manner, we propose a model‐based (semiparametric) bootstrap method to approximate critical values of the test and to verify its asymptotic validity. Finally, we illuminate the finite sample behaviour of the test by some simulations.

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