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Nonparametric estimation with small-noise diffusion processes

Posted on:2000-01-27Degree:Ph.DType:Dissertation
University:Wayne State UniversityCandidate:Lababidi, SamirFull Text:PDF
GTID:1460390014963312Subject:Mathematics
Abstract/Summary:PDF Full Text Request
We consider a generalization of a nonparametric estimation problem for an integral-type functional by considering Frechet differentiable functionals on Hilbert spaces with observations from nondegenerate diffusion-coefficient stochastic differential equations. The method of estimation is based on obtaining a minimax lower bound on the risk functions of all possible nonparametric estimators and then constructing an asymptotically efficient estimator in the sense of this bound when the functionals satisfy certain conditions. Then we show, by examples, how this general approach can be used to solve certain types of nonparametric estimation problems.
Keywords/Search Tags:Nonparametric estimation
PDF Full Text Request
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