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Concentration of Measure for the Analysis of Randomized Algorithms 2024 pdf epub mobi 电子书

Concentration of Measure for the Analysis of Randomized Algorithms
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发表于2024-12-22

Concentration of Measure for the Analysis of Randomized Algorithms 2024 pdf epub mobi 电子书

Concentration of Measure for the Analysis of Randomized Algorithms 2024 pdf epub mobi 电子书

Concentration of Measure for the Analysis of Randomized Algorithms 2024 pdf epub mobi 电子书


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出版者:Cambridge University Press
作者:Devdatt P. Dubhashi
出品人:
页数:214
译者:
出版时间:2009-6-15
价格:GBP 93.00
装帧:Hardcover
isbn号码:9780521884273
丛书系列:

图书标签: 算法  数学  随机算法的应用  概率  concentration_inequality  Math  CS   

Concentration of Measure for the Analysis of Randomized Algorithms 2024 pdf epub mobi 电子书 图书描述

Randomized algorithms have become a central part of the algorithms curriculum, based on their increasingly widespread use in modern applications. This book presents a coherent and unified treatment of probabilistic techniques for obtaining high probability estimates on the performance of randomized algorithms. It covers the basic toolkit from the Chernoff-Hoeffding bounds to more sophisticated techniques like martingales and isoperimetric inequalities, as well as some recent developments like Talagrand's inequality, transportation cost inequalities and log-Sobolev inequalities. Along the way, variations on the basic theme are examined, such as Chernoff-Hoeffding bounds in dependent settings. The authors emphasise comparative study of the different methods, highlighting respective strengths and weaknesses in concrete example applications. The exposition is tailored to discrete settings sufficient for the analysis of algorithms, avoiding unnecessary measure-theoretic details, thus making the book accessible to computer scientists as well as probabilists and discrete mathematicians.

Concentration of Measure for the Analysis of Randomized Algorithms 2024 pdf epub mobi 电子书
Concentration of Measure for the Analysis of Randomized Algorithms 2024 pdf epub mobi 电子书
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