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Identifying Temporal Patterns and Key Players in Document Collections

Published on Feb 25, 20074728 Views

We consider the problem of analyzing the development of a document collection over time without requiring meaningful citation data. Given a collection of timestamped documents, we formulate and explor

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Chapter list

Identifying Temporal Patterns and Key Players in Document Collections00:01
Introduction and Goals00:55
Key Contribution01:11
Temporal Cluster Histograms: Goals01:37
Temporal Cluster Histograms: Method02:03
Temporal Cluster Histograms: Results02:45
Related Work (Topics)04:02
Influential Documents: Goals04:25
Related Work (Influence)04:52
Influential Documents: Method05:10
Influential Documents: Results06:36
Influential Authors: Goals08:50
Influential Authors: Method09:03
Influential Authors: Results09:36
Conclusions10:45
Future Directions11:15