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Probability and Computing - Randomization and Probabilistic Techniques in Algorithms and Data Analysis (Hardcover, 2nd Revised edition) Loot Price: R1,652
Discovery Miles 16 520
Probability and Computing - Randomization and Probabilistic Techniques in Algorithms and Data Analysis (Hardcover, 2nd Revised...

Probability and Computing - Randomization and Probabilistic Techniques in Algorithms and Data Analysis (Hardcover, 2nd Revised edition)

Michael Mitzenmacher, Eli Upfal

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Loot Price R1,652 Discovery Miles 16 520 | Repayment Terms: R155 pm x 12*

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Greatly expanded, this new edition requires only an elementary background in discrete mathematics and offers a comprehensive introduction to the role of randomization and probabilistic techniques in modern computer science. Newly added chapters and sections cover topics including normal distributions, sample complexity, VC dimension, Rademacher complexity, power laws and related distributions, cuckoo hashing, and the Lovasz Local Lemma. Material relevant to machine learning and big data analysis enables students to learn modern techniques and applications. Among the many new exercises and examples are programming-related exercises that provide students with excellent training in solving relevant problems. This book provides an indispensable teaching tool to accompany a one- or two-semester course for advanced undergraduate students in computer science and applied mathematics.

General

Imprint: Cambridge UniversityPress
Country of origin: United Kingdom
Release date: July 2017
Authors: Michael Mitzenmacher • Eli Upfal
Dimensions: 260 x 182 x 25mm (L x W x T)
Format: Hardcover
Pages: 484
Edition: 2nd Revised edition
ISBN-13: 978-1-107-15488-9
Categories: Books > Science & Mathematics > Mathematics > Probability & statistics
Books > Computing & IT > General theory of computing > Data structures
Books > Computing & IT > Computer programming > Algorithms & procedures
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LSN: 1-107-15488-X
Barcode: 9781107154889

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