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Avtomatika i Telemekhanika, 1984, Issue 12, Pages 78–93
(Mi at4904)
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This article is cited in 2 scientific papers (total in 2 papers)
Asymptotical properties of stochastic approximation procedures with dependent noises
A. S. Poznyak, D. O. Chikin Moscow
Abstract:
The paper is concerned with asymptotical properties of a scalar stochastic approximation procedure with dependent noise which contaminates observations of the gradient of the function to be optimized. Sufficient conditions are established for convergence almost surely and for mean square convergence and conditions are provided which ensure asymptotic normality. The rate of convergence is computed. Examples of different noise dependences are studied.
Received: 02.06.1983
Citation:
A. S. Poznyak, D. O. Chikin, “Asymptotical properties of stochastic approximation procedures with dependent noises”, Avtomat. i Telemekh., 1984, no. 12, 78–93; Autom. Remote Control, 45:12 (1984), 1601–1615
Linking options:
https://www.mathnet.ru/eng/at4904 https://www.mathnet.ru/eng/at/y1984/i12/p78
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