210
Index
Imbalanced data, 127
In-degree, 18
Influence, 5, 14
Laplacian
combinatorial, 10
random walk, 23
symmetric, 23
introduction, 7
layer model, 11
Lazy random walk, 15
Link prediction, 8
Median edge ratio, 107
Medicis, 34, 36
Milgram’s experiment, 2
Multigraph, 17
Nexus, 71
Normalized edge length, 49, 72
Operation Chalonero, 74, 76
Operation Stupor Mundi, 74, 77
Organizational networks, 2
Out-degree, 18
PageRank, 42
Panama Papers, 57
Path, 18
Power laws, 4
Random walk clustering, 25
Rayleigh quotient, 21, 22
Semi-supervised prediction, 121
Signed graph, 17
Simple graph, 17
Six degrees of separation, 2
Spectral clustering, 24
Spectral embedding, 10
introduction, 7
Spectral graph embedding, 18
Spreading activation, 122
Strozzis, 36
Symmetric matrix, 7
Temporal social networks, 81
Typed edge prediction, 33
Undirected graph, 17
Unweighted graph, 17
Vertical edges, 32
Weighted adjacency matrix, 7
Weighted graph, 17