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Temporal Graphs for Dynamic Network Analysis
Published on Jul 04, 20124219 Views
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Chapter list
Temporal Graphs for Dynamic Network Analysis00:00
Example of a Static Network00:34
Example of a Dynamic Network01:54
Example of Social Networks02:25
Example of an Epidemics Network03:04
Problem03:57
An Example of Temporal Graph04:23
...and the Corresponding Static Graph04:45
INFOCOM Dataset (1)04:58
INFOCOM Dataset (2)05:17
Calculating the Temporal Distance05:33
Calculating the Temporal Distance (t = 1)05:42
Calculating the Temporal Distance (t = 2)05:43
Calculating the Temporal Distance (t = 3)05:51
Calculating the Temporal Distance (t = 4)05:54
What about the Static Distance?05:57
What about the Symmetric Distance (F to A)?06:25
Calculating the Inverse Temporal Distance (t = 1)06:28
Calculating the Inverse Temporal Distance (t = 2)06:29
Calculating the Inverse Temporal Distance (t = 3)06:30
Calculating the Inverse Temporal Distance (t = 4)06:31
Characteristic Temporal Path Length (1)06:59
Characteristic Temporal Path Length (2)07:23
Impact of the Horizon Parameter (F -> A, h = 1)07:54
Impact of the Horizon Parameter (F -> A, h = 2)07:57
Characteristic Temporal Path Length (3)08:03
Temporal Efficiency08:21
Centrality Metrics09:14
Degree10:10
Static Closeness Centrality10:33
Static Betweenness Centrality10:57
Temporal Centrality Measures11:26
Temporal Closeness (1)13:07
Temporal Closeness (2)13:25
Temporal Betweenness (1)13:37
Temporal Betweenness (2)14:52
Temporal Betweenness (3)15:13
Temporal Betweenness (4)15:40
Evaluating Centrality15:47
Evaluating Centrality: Enron in the News16:55
Scandals (1)17:41
Scandals (2)17:42
Scandals (3)17:44
Public Investigation18:34
Email Exchanges to Temporal Graph18:59
Semantics (1)19:15
Semantics (2)19:40
Small-World Behaviour in Time-Varying Networks20:36
What´s Next?22:28
Questions?28:00