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JOURNALS // Teoriya Veroyatnostei i ee Primeneniya // Archive

Teor. Veroyatnost. i Primenen., 1999 Volume 44, Issue 3, Pages 661–675 (Mi tvp812)

Short Communications

On stochastic approximation procedures with averaging

A. Le Bretona, A. A. Novikovbc

a LMC/IMAG, Université J. Fourier, France
b Steklov Mathematical Institute, Russian Academy of Sciences
c School of Mathem. Sciences, The University of Technology, Sydney

Abstract: Linear multidimensional stochastic approximation procedures in continuous time with martingale errors are considered. An asymptotic behavior of the estimator obtained by trajectory averaging is studied. An asymptotics of integrated squared deviations functionals of the averaged estimator is found. Some results concerning fixed-size confidence regions are presented.

Keywords: stochastic approximation, averaged estimators, martingales.

Language: English

DOI: 10.4213/tvp812


 English version:
Theory of Probability and its Applications, 2000, 44:3, 591–604

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