{"product_id":"stochastic-approximation-vivek-s-borkar-9780521515924","title":"Stochastic Approximation","description":"This simple, compact toolkit for designing and analyzing stochastic approximation algorithms requires only a basic understanding of probability and differential equations. Although powerful, these algorithms have applications in control and communications engineering, artificial intelligence and economic modeling. Unique topics include finite-time behavior, multiple timescales and asynchronous implementation. There is a useful plethora of applications, each 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 behavior.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Vivek S. Borkar\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 0521515920\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9780521515924\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Cambridge University Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 09\/01\/2008\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 176\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.85lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.00h x 6.00w x 0.60d","brand":"Vivek S. Borkar","offers":[{"title":"Hardcover","offer_id":43920023191807,"sku":"9780521515924","price":75.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/products\/img_d8f1dbcc-fc0b-4dd4-bf27-7a5cc7411bd3.jpg?v=1680813169","url":"https:\/\/www.whiterainbookhouse.com\/products\/stochastic-approximation-vivek-s-borkar-9780521515924","provider":"WR Book House","version":"1.0","type":"link"}