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Community Detection and Mining in Social Media by Huan Liu, Lei Tang (Paperback, 2010)

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The past decade has witnessed the emergence of participatory Web and social media, bringing people together in many creative ways. Millions of users are playing, tagging, working, and socializing online, demonstrating new forms of collaboration, communication, and intelligence that were hardly imaginable just a short time ago. Social media also helps reshape business models, sway opinions and emotions, and opens up numerous possibilities to study human interaction and collective behavior in an unparalleled scale. This lecture, from a data mining perspective, introduces characteristics of social media, reviews representative tasks of computing with social media, and illustrates associated challenges. It introduces basic concepts, presents state-of-the-art algorithms with easy-to-understand examples, and recommends effective evaluation methods. In particular, we discuss graph-based community detection techniques and many important extensions that handle dynamic, heterogeneous networks in social media. We also demonstrate how discovered patterns of communities can be used for social media mining. The concepts, algorithms, and methods presented in this lecture can help harness the power of social media and support building socially-intelligent systems. This book is an accessible introduction to the study of \emph{community detection and mining in social media}. It is an essential reading for students, researchers, and practitioners in disciplines and applications where social media is a key source of data that piques our curiosity to understand, manage, innovate, and excel. This book is supported by additional materials, including lecture slides, the complete set of figures, key references, some toy data sets used in the book, and the source code of representative algorithms. The readers are encouraged to visit the book website for the latest information.

Product Identifiers

Publisher
Morgan & Claypool Publishers
ISBN-13
9781608453542
eBay Product ID (ePID)
178180573

Product Key Features

Author
Huan Liu, Lei Tang
Publication Name
Community Detection and Mining in Social Media
Format
Paperback
Language
English
Subject
Computer Science
Publication Year
2010
Type
Textbook
Number of Pages
137 Pages

Dimensions

Item Height
235mm
Item Width
187mm

Additional Product Features

Title_Author
Lei Tang, Huan Liu
Series Title
Synthesis Lectures on Data Mining and Knowledge Discovery
Country/Region of Manufacture
United States

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Community Detection and Mining in Social Media by Huan Liu, Lei Tang (Paperback, 2010)

About this product

Product Information

Product Identifiers

Product Key Features

Dimensions

Additional Product Features

Best Selling in Adult Learning & University

Maps of Meaning: The Architecture of Belief by Jordan B. Peterson (1999, Paperback)

Eduqas GCSE (9-1) Religious Studies Route B: Catholic Christianity and Judaism by Deirdre Cleary, Andrew Barron, Joy White, Patrick Harrison (Paperback, 2017)

Silent Spring by Rachel Carson (Paperback, 2000)

Time Management by Peter Quarry (Paperback, 1986)

The Ethnic Cleansing of Palestine by Ilan Pappe (Paperback, 2007)

Save on Adult Learning & University

The Australian Native Bee Hive Book: Keeping Stingless Sugarbag OATH Tim Heard

Weed Forager's Handbook: A Guide to Edible and Medicinal Weeds in Australia by A

Netter Atlas of Human Anatomy: Classic Regional Approach

George Hrabovsky Leonard Susskind Classical Mechanics (Paperback)

Havard's Nursing Guide to Drugs

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