Social Media Mining

An Introduction

by Reza Zafarani, Mohammad Ali Abbasi, Huan Liu

DescriptionTable of ContentsDetailsHashtagsReport an issue

Book Description

The growth of social media over the last decade has revolutionized the way individuals interact and industries conduct business. Individuals produce data at an unprecedented rate by interacting, sharing, and consuming content through social media. Understanding and processing this new type of data to glean actionable patterns presents challenges and opportunities for interdisciplinary research, novel algorithms, and tool development. Social Media Mining integrates social media, social network analysis, and data mining to provide a convenient and coherent platform for students, practitioners, researchers, and project managers to understand the basics and potentials of social media mining. It introduces the unique problems arising from social media data and presents fundamental concepts, emerging issues, and effective algorithms for network analysis and data mining. Suitable for use in advanced undergraduate and beginning graduate courses as well as professional short courses, the text contains exercises of different degrees of difficulty that improve understanding and help apply concepts, principles, and methods in various scenarios of social media mining.

This open book is licensed under a Open Publication License (OPL). You can download Social Media Mining ebook for free in PDF format (5.0 MB).

Table of Contents

Chapter 1
Introduction
Part I
Essentials
Chapter 2
Graph Essentials
Chapter 3
Network Measures
Chapter 4
Network Models
Chapter 5
Data Mining Essentials
Part II
Communities and Interactions
Chapter 6
Community Analysis
Chapter 7
Information Diffusion in SocialMedia
Part III
Applications
Chapter 8
Influence and Homophily
Chapter 9
Recommendation in Social Media
Chapter 10
Behavior Analytics

Book Details

Subject
Computer Science
Publisher
Cambridge University Press
Published
2014
Pages
382
Edition
1
Language
English
ISBN13 Digital
9781107018853
ISBN10 Digital
1107018854
PDF Size
5.0 MB
License
Open Publication License

Related Books

Moral Reasoning at Work
Moral dilemmas are a pervasive feature of working life. Moral Reasoning at Work offers a fresh perspective on how to live with them using ethics and moral psychology research. It argues that decision-makers must go beyond compliance and traditional approaches to ethics to prepare for moral dilemmas. The 2nd edition has been updated with a range of...
Reality Lost
This book looks at how a democracy can devolve into a post-factual state.The media is being flooded by populist narratives, fake news, conspiracy theories and make-believe. Misinformation is turning into a challenge for all of us, whether politicians, journalists, or citizens. In the age of information, attention is a prime asset and may be convert...
How the World Changed Social Media
How the World Changed Social Media is the first book in Why We Post, a book series that investigates the findings of anthropologists who each spent 15 months living in communities across the world. This book offers a comparative analysis summarising the results of the research and explores the impact of social media on politics and gender, educatio...
Media Resistance
This book is about those who dislike, protest, and try to abstain from media, both new and old. It explains why media resistance persists and answers two questions: What is at stake for resisters and how does media resistance inspire organized action? Yet, despite the interest in media scepticism and dislike, there seems to be no book on the market...
Mining Social Media
Did fake Twitter accounts help sway a presidential election? What can Facebook and Reddit archives tell us about human behavior? In Mining Social Media, senior BuzzFeed reporter Lam Thuy Vo shows you how to use Python and key data analysis tools to find the stories buried in social media. Whether you're a professional journalist, an academic res...
Trade Unions on YouTube
This book investigates how trade unions representing different social classes use YouTube videos for renewal purposes. Information and communication technology has undoubtedly offered new opportunities for social movements, but while research suggests that these new means of communication can be used for trade union revitalization, few studies hav...