Weighted averaging and stochastic approximation

Abstract

We explore the relationship between weighted averaging and stochastic approxima tion algorithms and study their convergence via a sample path analysis We prove that the convergence of a stochastic approximation algorithm is equivalent to the con vergence of the weighted average of the associated noise sequence We also present necessary and su cient noise… (More)
DOI: 10.1007/BF01219775

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