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Books > Computing & IT > General theory of computing > Data structures
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Probability and Computing - Randomization and Probabilistic Techniques in Algorithms and Data Analysis (Hardcover, 2nd Revised edition)
Loot Price: R1,529
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Probability and Computing - Randomization and Probabilistic Techniques in Algorithms and Data Analysis (Hardcover, 2nd Revised edition)
Expected to ship within 12 - 17 working days
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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.
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