Title of article :
Testing whether the underlying continuous-time process follows a diffusion: An infinitesimal operator-based approach
Author/Authors :
Chen، نويسنده , , Bin and Song، نويسنده , , Zhaogang، نويسنده ,
Issue Information :
دوفصلنامه با شماره پیاپی سال 2013
Abstract :
We develop a nonparametric test to check whether a process can be represented by a stochastic differential equation driven only by a Brownian motion. Our testing procedure utilizes the infinitesimal operator-based martingale characterization combined with a generalized spectral approach. Such a testing procedure is feasible and convenient because the infinitesimal operator of the diffusion process has a closed-form expression. The proposed test is applicable to both univariate and multivariate processes and has an N ( 0 , 1 ) limit distribution under the diffusion hypothesis. Simulation and empirical studies show that the proposed test has reasonable performance in small samples.
Keywords :
diffusion , Infinitesimal operator , Martingale , Nonparametric
Journal title :
Journal of Econometrics
Journal title :
Journal of Econometrics