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

By Michael Mitzenmacher, Eli Upfal
Hardcover
$78.00
By Michael Mitzenmacher, Eli Upfal
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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 ana...

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