Chen, Song Xi and Gao, Jiti and Tang, Chenghong (2005): A test for model specification of diffusion processes. Published in: Annals of Statistics , Vol. 36, No. 1 (February 2008): pp. 162-198.
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We propose a test for model specification of a parametric diffusion process based on a kernel estimation of the transitional density of the process. The empirical likelihood is used to formulate a statistic, for each kernel smoothing bandwidth, which is effectively a Studentized L2-distance between the kernel transitional density estimator and the parametric transitional density implied by the parametric process. To reduce the sensitivity of the test on smoothing bandwidth choice, the final test statistic is constructed by combining the empirical likelihood statistics over a set of smoothing bandwidths. To better capture the finite sample distribution of the test statistic and data dependence, the critical value of the test is obtained by a parametric bootstrap procedure. Properties of the test are evaluated asymptotically and numerically by simulation and by a real data example.
|Item Type:||MPRA Paper|
|Original Title:||A test for model specification of diffusion processes|
|Keywords:||Bootstrap; diffusion process; empirical likelihood; goodness-of-fit test; time series; transitional density|
|Subjects:||C - Mathematical and Quantitative Methods > C1 - Econometric and Statistical Methods and Methodology: General > C14 - Semiparametric and Nonparametric Methods: General|
|Depositing User:||jiti Gao|
|Date Deposited:||09. Dec 2008 00:25|
|Last Modified:||24. Apr 2015 21:54|
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