25,550 research outputs found
Closed-Form Likelihood Expansions for Multivariate Diffusions
This paper provides closed-form expansions for the transition density and likelihood function of arbitrary multivariate diffusions. The expansions are based on a Hermite series, whose coefficients are calculated explicitly by exploiting the special structure afforded by the diffusion hypothesis. Because the transition function for most diffusion models is not known explicitly, the expansions of this paper can help make maximum-likelihood a practical estimation method for discretely sampled multivariate diffusions. Examples of interest in financial econometrics are included.
Fisher's Information for Discretely Sampled Levy Processes
This paper studies the asymptotic behavior of the Fisher information for a
Levy process discretely sampled at an increasing frequency. We show that it is
possible to distinguish not only the continuous part of the process from its
jumps part, but also different types of jumps, and derive the rates of
convergence of efficient estimators.Comment: 17 novembre 200
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