Umfang:
1 online resource (389 pages)
Ausgabe:
1st ed.
ISBN:
9781447140542
,
1447140540
,
9781283611718
,
1283611716
Inhalt:
This book, the third of three volumes exploring the concept of social networks from a computational point of view, offers contributions from world-class experts concentrating on topics relating to knowledge discovery and visualization of complex networks.
Inhalt:
Intro -- Computational Social Networks -- Preface -- Contents -- Contributors -- Part I: Mining -- Chapter 1: Social Networks Analysis: Tools, Measures and Visualization -- Introduction -- Social Network Analysis: Basics -- Social Network Versus Computer Networks -- Social Network Sites -- Social Networks: Analysis Metrics and Performance -- Social Networks Analysis Metrics -- Social Network Performance -- Robustness -- Efficiency -- Effectiveness -- Diversity -- Different Problems in Social Networks -- Uncertainty in a Social Network -- Missing Data in a Social Network -- Finding the Shortest Path -- Community Structure and Detection -- Social Network Visualization -- FORCOA.net: An Interactive Tool for Exploring the Significance of Authorship Networks in DBLP Data -- Social Network Concepts to Visualize Terrorist Networks -- Conclusions -- References -- Chapter 2: Performance Evaluation of Social Network Using Data Mining Techniques -- Introduction -- Related Research -- Preliminaries -- Social Network Analysis (SNA) -- SNA Basics -- Strengths -- Weaknesses -- Applications -- Step-by-Step Procedure -- Data Mining -- Social Network Data -- Dataset Used -- Terrorist Dataset -- Netlog Dataset -- Methodology and Experimental Setup -- Metrics in Social Network Analysis -- Results and Discussion -- 1-Mode and 2-Mode Network -- SNA with Netlog Data -- Closeness Centrality with Netlog Data -- Freeman Betweenness Centrality with Netlog Data -- Freemans Degree Centrality Measures -- K-Clusters Using Tabu Search -- SNA with Terrorist Network Data -- Closeness Centrality -- Freeman Betweenness Centrality -- K-Clusters Using Tabu Search -- Conclusions -- References -- Chapter 3: Bio-inspired Clustering and Data Diffusion in Machine Social Networks -- Introduction -- Machine Social Networks -- Human Verses Machine Social Networks.
Anmerkung:
Description based on publisher supplied metadata and other sources
Weitere Ausg.:
9781447162377
Weitere Ausg.:
Erscheint auch als Druck-Ausgabe 9781447162377
Sprache:
Englisch
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