Probability and Computing: Randomized Algorithms and Probabilistic Analysis
ISBN-13:
9780521835404
ISBN-10:
0521835402
Author:
Michael Mitzenmacher, Eli Upfal
Publication date:
2005
Publisher:
Cambridge University Press
Format:
Hardcover
370 pages
Category:
Mathematical Analysis
,
Mathematics
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Book details
ISBN-13:
9780521835404
ISBN-10:
0521835402
Author:
Michael Mitzenmacher, Eli Upfal
Publication date:
2005
Publisher:
Cambridge University Press
Format:
Hardcover
370 pages
Category:
Mathematical Analysis
,
Mathematics
Summary
Probability and Computing: Randomized Algorithms and Probabilistic Analysis (ISBN-13: 9780521835404 and ISBN-10: 0521835402), written by authors
Michael Mitzenmacher, Eli Upfal, was published by Cambridge University Press in 2005.
With an overall rating of 3.5 stars, it's a notable title among other
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Description
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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