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Probability and Computing

Probability and Computing

作者:Michael Mitzenmacher

分类:文学

ISBN:9780521835404

出版时间:2005-01-31

出版社:Cambridge University Press

标签: 数学  Probability  Algorithm  算法  概率论  计算机  概率  计算复杂性 

内容简介

Assuming only an elementary background in discrete mathematics, this textbook is an excellent introduction to the probabilistic techniques and paradigms used in the development of probabilistic algorithms and analyses. It includes random sampling, expectations, Markov's and Chevyshev's inequalities, Chernoff bounds, balls and bins models, the probabilistic method, Markov chains, MCMC, martingales, entropy, and other topics. The book is designed to accompany a one- or two-semester course for graduate students in computer science and applied mathematics.

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