دانلود کتاب Community Detection and Mining in Social Media

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Acknowledgments......Page 13
Social Media......Page 15
Networks and Representations......Page 17
Properties of Large-Scale Networks......Page 19
Challenges......Page 20
Network Modeling......Page 21
Community Detection......Page 22
Privacy, Spam and Security......Page 24
Summary......Page 25
Importance of Nodes......Page 27
Learning from Network Topology......Page 32
Learning from User Attributes and Interactions......Page 34
Influence Modeling......Page 35
Linear Threshold Model (LTM)......Page 36
Independent Cascade Model (ICM)......Page 37
Influence Maximization......Page 38
Distinguishing Influence and Correlation......Page 40
Complete Mutuality......Page 45
Reachability......Page 47
Group-Centric Community Detection......Page 48
Vertex Similarity......Page 49
Latent Space Models......Page 51
Block Model Approximation......Page 53
Spectral Clustering......Page 55
Modularity Maximization......Page 57
A Unified Process......Page 59
Divisive Hierarchical Clustering......Page 60
Agglomerative Hierarchical Clustering......Page 62
Community Evaluation......Page 63
Heterogeneous Networks......Page 69
Multi-Dimensional Networks......Page 71
Network Integration......Page 72
Utility Integration......Page 74
Feature Integration......Page 76
Partition Integration......Page 79
Co-Clustering on Two-Mode Networks......Page 82
Generalization to Multi-Mode Networks......Page 85
Evolution Patterns in Social Media......Page 89
A Naive Approach to Studying Community Evolution......Page 90
Community Evolution in Smoothly Evolving Networks......Page 93
Segment-based Clustering with Evolving Networks......Page 96
Classification with Network Data......Page 98
Collective Classification......Page 99
Community-based Learning......Page 101
Summary......Page 106
Data Collection......Page 107
Computing Betweenness......Page 111
k-Means Clustering......Page 115
Bibliography......Page 119
Authors' Biographies......Page 131
Index......Page 133