European University Institute Library

Big data over networks, edited by Shuguang Cui, Alfred O. Hero III, Zhi-Quan Luo, José M. F. Moura

eng

Includes bibliographical references and index

illustrations

index present

non fiction

Big data over networks

bibliography

936630911

edited by Shuguang Cui, Alfred O. Hero III, Zhi-Quan Luo, José M. F. Moura

Utilising both key mathematical tools and state-of-the-art research results, this text explores the principles underpinning large-scale information processing over networks and examines the crucial interaction between big data and its associated communication, social and biological networks. Written by experts in the diverse fields of machine learning, optimisation, statistics, signal processing, networking, communications, sociology and biology, this book employs two complementary approaches: first analysing how the underlying network constrains the upper-layer of collaborative big data processing, and second, examining how big data processing may boost performance in various networks. Unifying the broad scope of the book is the rigorous mathematical treatment of the subjects, which is enriched by in-depth discussion of future directions and numerous open-ended problems that conclude each chapter. Readers will be able to master the fundamental principles for dealing with big data over large systems, making it essential reading for graduate students, scientific researchers and industry practitioners alike.--, Provided by publisher

specialized