From Sociology to Computing in Social Networks: Theory, Foundations and Applications

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Nasrullah Memon, Reda Alhajj
Springer Science & Business Media, 26.08.2010 - 430 Seiten
Important aspects of social networking analysis are covered in this work by combining experimental and theoretical research. A specific focus is devoted to emerging trends and the industry needs associated with utilizing data mining techniques. Some of the techniques covered include data mining advances in the discovery and analysis of communities, in the personalization of solitary activities (like searches) and social activities (like discovering potential friends), in the analysis of user behavior in open fora (like conventional sites, blogs and fora) and in commercial platforms (like e-auctions), and in the associated security and privacy-preservation challenges; as well as social network modeling, scalable, customizable social network infrastructure construction, and the identification and discovery of dynamic growth and evolution patterns using machine learning approaches or multi-agent based simulation. These topics will be of interest to practitioners and researchers alike in this dynamic and growing field.
 

Inhalt

A Powerful Model for Serving a Wide Range of Domains
1
Part 1 Miningbased Social Network Methods
10
Employing Social Network Construction and Analysis in Web Structure Optimization
13
Mining Heterogeneous Social Networks for Egocentric Information Abstraction
35
A Complementary Model to the Social Networks for Mining Forums
59
Sociocontextual Network Mining for User Assistance in Webbased Knowledge Gathering Tasks
81
Integrating Entropy and Closed Freqent Pattern Mining for Social Netword Modelling and Analysis
95
Part 2 Dynamics in Social Network Models
116
Why Do Diffusion Data Not Fit the Logistic Model? A Note on Network Discreteness Heterogeneity and Anisotropy
215
Interlocking Communication Measuring Collaborative Intensity in Social Networks
231
A Classroom Policy Simulation
253
Part 4 Social Media
280
A Journey to the Core of the Blogosphere
281
Social Physics of the Blogosphere Capturing Analyzing and Presenting Interdependencies within a Single Framework
301
Learning the Emergent Properties of the Twitter Community
323
A Review on Current Microblogging Research and Lessons from Related Fields
343

Visualisation of the Dynamics for Computermediated Social Networksconcept and Exemplary Cases
119
Modeling Application for Early Detection of Terrorist Threats
135
Complex Dynamics in Information Sharing Networks
157
Harnessing Wisdom of the Crowds Dynamics for Timedependent Reputation and Ranking
177
Part 3 Discovering Structures in Social Networks
195
Detecting Communities in Social Networks Using Local Information
196
Part 5 Software Applications
364
Unleash the CSSFactor A Social Capital Approach to the Benefits and Challenges of Corporate Social Software
365
Extending SQL to Support Privacy Policies
377
nCompass Service Oriented Architecture for Tacit Collaboration Services
395
SOA Security Aspects in Webbased Architectural Design
415
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