Efficiency of the empirical distribution for ergodic diffusion (Q1380402)
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scientific article; zbMATH DE number 1123675
| Language | Label | Description | Also known as |
|---|---|---|---|
| English | Efficiency of the empirical distribution for ergodic diffusion |
scientific article; zbMATH DE number 1123675 |
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Efficiency of the empirical distribution for ergodic diffusion (English)
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4 March 1998
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We consider the problem of estimation of a one-dimensional distribution function \(F(x)\) by the observation of a diffusion process \(\{X_t,0 \leq t\leq T\}\) as \(T\to\infty\). We suppose that the process \(X_t\), \(t\geq 0\), possesses ergodic properties with invariant measure \({\mathbf P}^*\) and \(F(x)= {\mathbf P}^*((-\infty,x])\). We introduce a lower (minimax) bound on the risks of all estimators, then we define the asymptotically efficient estimators as estimators attaining this bound, and finally we show that the empirical distribution function is asymptotically efficient in this problem.
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ergodic diffusion process
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minimax bound
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empirical distribution
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