Big data over networks

Contributor(s): Cui, Shuguang [Editor] | Luo, Zhi-Quan [Editor] | Hero, Alfred O [Editor] | Moura, Jose M. F [Editor]
Material type: TextTextPublisher: UK Cambridge University Press 2016Description: xx, 438 p.ISBN: 9781107099005Subject(s): Big data | Computer networks | Computer networks - Mathematics | System analysis - Data processing | Wireless communication systemsDDC classification: 005.7 Summary: Utilizing 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, optimization, statistics, signal processing, networking, communications, sociology, and biology, this book employs two complementary approaches: first analyzing 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 an 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. http://www.cambridge.org/catalogue/catalogue.asp?isbn=9781107099005
List(s) this item appears in: Prof. A. K. Laha
Tags from this library: No tags from this library for this title. Log in to add tags.
    Average rating: 0.0 (0 votes)
Item type Current location Item location Collection Call number Status Date due Barcode
Books Vikram Sarabhai Library
General Stacks
Slot 83 (0 Floor, West Wing) Non-fiction 005.7 B4 (Browse shelf) Available 194399

Table of Contents:

Part I: Mathematical foundations
Part II: Big data over cyber networks
Part III: Big data over social networks
Part IV: Big data over biological networks

Utilizing 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, optimization, statistics, signal processing, networking, communications, sociology, and biology, this book employs two complementary approaches: first analyzing 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 an 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.

http://www.cambridge.org/catalogue/catalogue.asp?isbn=9781107099005

There are no comments for this item.

to post a comment.

Powered by Koha