Semi-nonparametric estimation and misspecification testing of diffusion models |
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Authors: | Dennis Kristensen |
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Institution: | Columbia University, United States CREATES, United States11Center for Research in Econometric Analysis of Time Series, funded by the Danish National Research Foundation. |
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Abstract: | Novel transition-based misspecification tests of semiparametric and fully parametric univariate diffusion models based on the estimators developed in Kristensen, D., 2010. Pseudo-maximum likelihood estimation in two classes of semiparametric diffusion models. Journal of Econometrics 156, 239-259] are proposed. It is demonstrated that transition-based tests in general lack power in detecting certain departures from the null since they integrate out local features of the drift and volatility. As a solution to this, tests that directly compare drift and volatility estimators under the relevant null and alternative are also developed which exhibit better power against local alternatives. |
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Keywords: | C12 C13 C14 C22 |
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