{"product_id":"stochastic-approximation-hardcover","title":"Stochastic Approximation - Hardcover","description":"\u003cp\u003eby \u003cb\u003eVivek S. Borkar\u003c\/b\u003e (Author)\u003c\/p\u003e\u003cp\u003eThis 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.\u003c\/p\u003e\u003cdiv\u003e\n\u003cstrong\u003eNumber of Pages:\u003c\/strong\u003e 176\u003c\/div\u003e\u003cdiv\u003e\n\u003cstrong\u003eDimensions:\u003c\/strong\u003e 0.6 x 9 x 6 IN\u003c\/div\u003e\u003cdiv\u003e\n\u003cstrong\u003ePublication Date:\u003c\/strong\u003e September 01, 2008\u003c\/div\u003e","brand":"Books by splitShops","offers":[{"title":"Default Title","offer_id":42737014177855,"sku":"9780521515924","price":148.72,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0105\/8226\/1823\/files\/5bfb3356b6f4481167521f6a2128c187.webp?v=1765148553","url":"https:\/\/dhlswag.com\/products\/stochastic-approximation-hardcover","provider":"BBB","version":"1.0","type":"link"}