Stochastic Approximation pdf epub mobi txt 電子書 下載 2024


Stochastic Approximation

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Borkar, Vivek S.
2008-7
176
$ 92.66
9780521515924

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发表于2024-11-08

Stochastic Approximation epub 下載 mobi 下載 pdf 下載 txt 電子書 下載 2024

Stochastic Approximation epub 下載 mobi 下載 pdf 下載 txt 電子書 下載 2024

Stochastic Approximation pdf epub mobi txt 電子書 下載 2024



圖書描述

This simple, compact toolkit for designing and analyzing stochastic approximation algorithms requires only basic literacy in probability and differential equations. Yet these algorithms have powerful applications in control and communications engineering, artificial intelligence and economic modelling. The dynamical systems viewpoint treats an algorithm as a noisy discretization of a limiting differential equation and argues that, under reasonable hypotheses, it tracks the asymptotic behaviour of the differential equation with probability one. The differential equation, which can usually be obtained by inspection, is easier to analyze. Novel topics include finite-time behaviour, multiple timescales and asynchronous implementation. There is a useful taxonomy of applications, with concrete examples from engineering and economics. Notably it covers variants of stochastic gradient-based optimization schemes, fixed-point solvers, which are commonplace in learning algorithms for approximate dynamic programming, and some models of collective behaviour. Three appendices give background on differential equations and probability.

Stochastic Approximation 下載 mobi epub pdf txt 電子書

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Stochastic Approximation pdf epub mobi txt 電子書 下載
想要找書就要到 小哈圖書下載中心
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還得再來一遍啊,multiple time scale 那裏沒整明白

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還得再來一遍啊,multiple time scale 那裏沒整明白

評分

還得再來一遍啊,multiple time scale 那裏沒整明白

評分

還得再來一遍啊,multiple time scale 那裏沒整明白

評分

還得再來一遍啊,multiple time scale 那裏沒整明白

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