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Algorithms and Models for the Web Graph - 10th International Workshop, WAW 2013, Cambridge, MA, USA, December 14-15, 2013, Proceedings (Paperback, 2013 ed.)
Anthony Bonato, Michael Mitzenmacher, Pawel Pralat
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R2,280
Discovery Miles 22 800
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Ships in 10 - 15 working days
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This book constitutes the refereed proceedings of the 10th
International Workshop on Algorithms and Models for the Web Graph,
WAW 2013, held in Cambridge, MA, USA, in December 2013. The 17
papers presented were carefully reviewed and selected for inclusion
in this volume. They address topics related to graph-theoretic and
algorithmic aspects of related complex networks, including citation
networks, social networks, biological networks, molecular networks
and other networks arising from the Internet.
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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