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The Resource Diffusion in Social Networks

Diffusion in Social Networks

Label
Diffusion in Social Networks
Title
Diffusion in Social Networks
Creator
Contributor
Subject
Language
eng
Member of
Cataloging source
MiAaPQ
Literary form
non fiction
Nature of contents
dictionaries
Series statement
SpringerBriefs in Computer Science Ser
Diffusion in Social Networks
Label
Diffusion in Social Networks
Link
http://libproxy.rpi.edu/login?url=https://ebookcentral.proquest.com/lib/rpi/detail.action?docID=4178526
Publication
Copyright
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Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
  • Preface -- Acknowledgements -- Contents -- 1 Introduction -- References -- 2 The SIR Model and Identification of Spreaders -- 2.1 Introduction -- 2.2 The SIR Model -- 2.2.1 Selecting the Infection Probability -- 2.3 Centrality and Other Nodal Measures -- 2.3.1 Degree Centrality -- 2.3.2 Shell Number -- 2.3.3 Betweenness Centrality -- 2.3.4 Closeness Centrality -- 2.3.5 Eigenvector Centrality -- 2.3.6 PageRank -- 2.3.7 Neighborhood -- 2.3.8 The Imprecision Functions -- 2.4 Experimental Findings -- 2.4.1 Datasets -- 2.4.2 Sensitivity to Ý -- 2.4.3 Eigenvector Centrality for Spreader Identification -- 2.4.4 Large Values of Ý -- 2.5 Conclusions -- References -- 3 The Tipping Model and the Minimum Seed Problem -- 3.1 Introduction -- 3.2 The Tipping Model -- 3.3 The Minimum Seed Problem -- 3.3.1 Exact Approach -- 3.3.2 Heuristic -- 3.4 Experimental Findings -- 3.4.1 Datasets -- 3.4.1.1 Category A -- 3.4.1.2 Category B -- 3.4.1.3 Category C -- 3.4.2 Runtime -- 3.4.3 Seed Size -- 3.4.4 Comparison with Centrality Measures -- 3.4.5 Effect of Removing High-Degree Nodes -- 3.5 Conclusion -- References -- 4 The Independent Cascade and Linear Threshold Models -- 4.1 Introduction -- 4.2 Model Definitions -- 4.2.1 Independent Cascade Model -- 4.2.2 Linear Threshold Model -- 4.2.3 Generalized Threshold Model -- 4.3 Influence Maximization Problem -- 4.3.1 Influence Maximization Under the IC Model -- 4.3.2 Influence Maximization Under the LT Model -- 4.3.3 Influence Maximization Under the GT Model -- 4.4 Scaling Influence Maximization -- 4.4.1 Lazy Greedy Approximation -- 4.4.2 Maximum Influence Arborescence (MIA) Model -- 4.4.3 SIMPATH Algorithm -- 4.5 Conclusion -- References -- 5 Logic Programming Based Diffusion Models -- 5.1 Introduction -- 5.2 Embedding Diffusion Models into Annotated Logic Programs -- 5.2.1 Social Networks Formalization
  • 5.2.2 Generalized Annotated Programs: A Recap -- 5.3 Social Network Diffusion Optimization Problem (SNDOP) Queries -- 5.3.1 Basic SNDOP Queries -- 5.3.2 Special Cases of SNDOPs -- 5.3.3 The Complexity of SNDOP Queries -- 5.4 Applying SNDOPs to Diffusion Problems -- 5.4.1 Tipping Diffusion -- 5.4.2 Cascading Diffusion -- 5.4.3 Homophilic Diffusion -- 5.5 Algorithmic Approach and Experiments -- 5.6 Conclusion -- References -- 6 Evolutionary Graph Theory -- 6.1 Introduction -- 6.2 Evolutionary Graph Theory Models -- 6.2.1 Properties of Fixation Probability -- 6.2.2 Game Theoretic Extensions -- 6.3 Determining Fixation Probability for Fixed Fitness -- 6.3.1 Fixation Probability Calculations for Certain Topologies -- 6.3.2 Undirected Evolutionary Graphs -- 6.4 Alternate Update Rules -- 6.5 Further Game Theoretic Results -- 6.5.1 Evolutionary Stability on Graphs -- 6.5.2 Regular Graphs and the Replicator Equation -- 6.5.3 Evolution of Cooperation and Social Viscosity -- 6.5.4 Graph Heterogeneity and Evolution of Cooperation -- 6.6 Conclusion -- References -- 7 Examining Diffusion in the Real World -- 7.1 Introduction -- 7.2 Identifying Viral Diffusion Processes: Centrality-BasedApproaches -- 7.3 Structural Diversity and Diffusion -- 7.4 Conclusion -- References -- 8 Conclusion
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Dimensions
unknown
http://library.link/vocab/discovery_link
{'f': 'http://opac.lib.rpi.edu/record=b4384428'}
Extent
1 online resource (110 pages)
Form of item
online
Isbn
9783319231051
Media category
computer
Media MARC source
rdamedia
Media type code
c
Sound
unknown sound
Specific material designation
remote

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