Probability and Computing: Randomization and Probabilistic

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

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.
Country USA
Brand Cambridge University Press
Manufacturer Cambridge University Press
Binding Hardcover
ItemPartNumber 47358437
Warranty No
UnitCount 1
EANs 9781107154889
ReleaseDate 0000-00-00

Country	USA
Brand	Cambridge University Press
Manufacturer	Cambridge University Press
Binding	Hardcover
ItemPartNumber	47358437
Warranty	No
UnitCount	1
EANs	9781107154889
ReleaseDate	0000-00-00

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

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