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Localizing Anomalous Changes in Time-evolving Graphs

Summary: CAD: a fast commute-time based method to localize anomalous edge changes in time-evolving, undirected weighted graphs. It combines commute-time distance shifts with weight changes to output anomalous edges/nodes in O(n log n) per instance; validated on Enron, DBLP, and precipitation networks. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4916
Venue
SIGMOD
Year
2014
Pagerank
5.3369426e-05
Overall Rank
5,763 | 59.91%
DOI
10.1145/2588555.2612184

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