Probability and Computing: Randomization and Probabilistic Techniques in Algorithms and Data Analysis

£39.70£45.60 (-13%)

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.

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EAN: 2000000322032 SKU: 542372CD Category:

Additional information

Publisher

2nd edition (6 July 2017), Cambridge University Press

Language

English

Hardcover

484 pages

ISBN-10

9781107154889

ISBN-13

978-1107154889

Dimensions

26.09 x 18.92 x 2.92 cm

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Probability and Computing: Randomization and Probabilistic Techniques in Algorithms and Data Analysis

£39.70£45.60 (-13%)

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