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Adaptive initial step size selection for Simultaneous Perturbation Stochastic Approximation

A difficulty in using Simultaneous Perturbation Stochastics Approximation (SPSA) is its performance sensitivity to the step sizes chosen at the initial stage of the iteration. If the step size is too large, the solution estimate may fail to converge. The proposed adaptive stepping method automatical...

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Detalles Bibliográficos
Autores principales: Ito, Keiichi, Dhaene, Tom
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4769712/
https://www.ncbi.nlm.nih.gov/pubmed/27026896
http://dx.doi.org/10.1186/s40064-016-1823-3