Probability and Computing Mitzenmacher Michael Harvard University Massachusetts
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. Material relevant to machine learning and big data analy… Celý popis ↓
Porovnanie cien Probability and Computing Mitzenmacher Michael Harvard University Massachusetts
Popis Probability and Computing Mitzenmacher Michael Harvard University Massachusetts
Probability and Computing Mitzenmacher Michael Harvard University Massachusetts
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. Material relevant to machine learning and big data analysis enables students to learn modern techniques and applications. 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.
This book provides an indispensable teaching tool to accompany a one- or two-semester course for advanced undergraduate students in computer science and applied Among the many new exercises and examples are programming-related exercises that provide students with excellent training in solving relevant problems.
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