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: | Leucht Anne, Kreiss Jens-Peter, Neumann Michael H |
Keywords: | simulation, statistics: regression |
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.