Social Media Mining
An Introduction
Bibliographic Data
| ID | 23764487 |
|---|---|
| Authors | Reza Zafarani (0000-0002-0352-848X, Arizona State University), Mohammad Ali Abbasi (0000-0001-6279-9135, Arizona State University), Huan Liu (0000-0001-8772-1545, Arizona State University), Mohammad-Ali Abbasi |
| Year | 2014 |
| Publication date | 2014-04-28 |
| Open Access | Yes |
| Type | BOOK |
| Venue | Social Media Mining (SOURCE_BOOK) |
| Publisher | Cambridge University Press (PUBLISHER • US) |
| DOI | 10.1017/cbo9781139088510 |
| OpenAlex | W1774848501 |
| Open Library | OL34505453M |
| ISBN | 9781139088510 |
| Language | EN |
| Citations received | 33 |
| References cited | 96 |
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 coherent platform 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 for social media mining.
Data science · Knowledge management · Social media · Social media optimization · Social network analysis · World Wide Web · Advanced Text Analysis Techniques · Complex Network Analysis Techniques · Computer Science · Web Data Mining and Analysis · Behavioral assessment · Data mining · Data processing · Research · Webometrics
El debate presidencial en Argentina. Twitter, líderes de opinión y discusión polarizada
Detecting Fake News on Social Media
Trust in Social Media
Intersections between Corporeal Performance and Distributed Digital Audiences
The use of social networking platforms for sexual health promotion
Understanding Melanoma Talk on Twitter
Cause-Related Marketing in the Digital Era
Deployment of Information Diffusion for Community Detection in Online Social Networks
Understanding the Significance of Mid-Tier Research Teams in Idea Flow Through a Community
Multiple bursts of highly retweeted articles on social media
Determinants of escape from echo chambers
Exploring the digital tourism ecosystem
Twitter-Based Birging
Ideological rationality and violence
Big data e news online
Comparison of teaching and learning concepts network for Mendelian inheritance
Incidental Effects of Automated Retweeting
Using Computational Social Science Techniques to Identify Coordinated Cyber Threats to Smart City Networks
Threat Emotion Analysis in Social Media
How Small Brands Survive the Social Media Firestorm Through Culture Heritage
On evaluating the effectiveness of rating similarity-based trust
On the usage of epidemiological models for information diffusion over twitter
Constructing a multi-theoretical framework for mob modeling
Machine learning-based method to predict influential nodes in dynamic social networks
What Is So “Hot” in Heatmap? Qualitative Code Cluster Analysis with Foursquare Venue
The dynamics and potentials of big data for audience research
Taking back control of the welfare state
Mapping the political landscape of Persian Twitter
Social media analytics system for action inspection on social networks
An empirical comparison of influence measurements for social network analysis
Analyzing the sentiment correlation between regular tweets and retweets
Contextualizing focal structure analysis in social networks
How data science can advance mental health research
Medical Innovation
A mathematical theory of social change
Micromotives and macrobehavior
Dynamical Processes on Complex Networks
Convex Optimization
Models for Innovation Diffusion
Networks, Crowds, and Markets
On the Theory of Scales of Measurement
A simple model of global cascades on random networks
Distinguishing influence-based contagion from homophily-driven diffusion in dynamic networks
Harnessing the Crowdsourcing Power of Social Media for Disaster Relief
Community detection algorithms
On a Class of Skew Distribution Functions
Graphs over time
Empirical Analysis of an Evolving Social Network
A note on two problems in connexion with graphs
A Cluster Separation Measure
Quantifying social group evolution
Hybrid Corn
Authoritative sources in a hyperlinked environment
Mixing patterns in networks
Bandwagon, Snob, and Veblen Effects in the Theory of Consumers' Demand
Networks of Scientific Papers
Well-Separated Clusters and Optimal Fuzzy Partitions
Statistical mechanics of complex networks
The Mathematics of Infectious Diseases
A Formal Basis for the Heuristic Determination of Minimum Cost Paths
A Simple Model of Herd Behavior
Maximizing the spread of influence through a social network
Uncovering the overlapping community structure of complex networks in nature and society
Technical Change and the Rate of Imitation
Objective Criteria for the Evaluation of Clustering Methods
Link prediction in complex networks
An Examination of Procedures for Determining the Number of Clusters in a Data Set
Epidemic Spreading in Scale-Free Networks
Community detection in graphs
Random graphs with arbitrary degree distributions and their applications
Latent Space Approaches to Social Network Analysis
Toward the next generation of recommender systems
Rational herding in financial economics
Networks and epidemic models
Measuring User Influence in Twitter
TwitterRank
Social media? Get serious! Understanding the functional building blocks of social media
Graph structure in the Web
Everyone's an influencer
Item-based collaborative filtering recommendation algorithms
A vector space model for automatic indexing
Measurement and analysis of online social networks
Predicting the Future with Social Media
Crowdsourcing geographic information for disaster response
A general theory of bibliometric and other cumulative advantage processes
Random graph models of social networks
The Spread of Obesity in a Large Social Network over 32 Years
Collective dynamics of ‘small-world’ networks
Studies of independence and conformity
Community structure in social and biological networks
Emergence of Scaling in Random Networks
Modularity and community structure in networks
Silhouettes
Obedience to authority
Personal Influence
Small Worlds
Two algorithms for computing regular equivalence
Contacts and influence
Friends and neighbors on the Web
An Experimental Study of the Small World Problem
A Theory of Fads, Fashion, Custom, and Cultural Change as Informational Cascades
Structural equivalence of individuals in social networks
Dynamic models of segregation
A faster algorithm for betweenness centrality
From Tweets to Polls
The Structure and Dynamics of Networks
Social and Economic Networks
Note on the drawing power of crowds of different size
Bandwagon and Underdog Effects and the Possibility of Election Predictions
Social Network Sites
Chains of Cooperation
Classroom Games
Learning from the Behavior of Others
Innovation in the States
An Information Flow Model for Conflict and Fission in Small Groups
Innovativeness, Novelty Seeking, and Consumer Creativity
Innovativeness
Homophily and Contagion Are Generically Confounded in Observational Social Network Studies
From Factors to Actors
Birds of a Feather
Diffusion in Organizations and Social Movements
Influentials, Networks, and Public Opinion Formation
Threshold Models of Collective Behavior
The Strength of Weak Ties
The Sociology of Sociability
Networks, Dynamics, and the Small-World Phenomenon
| Unique citing works | 33 |
|---|---|
| Citations per year | 3 |
| Citation span | 2015 - 2026 (12) |
| Citation velocity | current |
| Highly cited | No |
| Citation types | Neutral: 29 |