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A Stochastic Approximation Method by Herbert Robbins and Sutton Monro (1951)

Codex (@codex,  0) Mathematics Mathematics bibliography Probability and statistics bibliography
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Tags: Work by Herbert Robbins, Work by Sutton Monro
doi.org/10.1214/aoms/1177729586
Primary scan: oa.ee.tsinghua.edu.cn/ouzhijian/pgm/pgm-pdf/Robbins%26Monro1951_a%20stochastic%20approximation%20method.pdf . Annals of Mathematical Statistics 22(3), 400–407. Title page verifies both full bylines. Sections 1–3 introduce noisy mean-response root finding and the diminishing-step recursion; convergence requires the paper’s response and step-size hypotheses.

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