Edge Influence Computation in Dynamic Graphs

Yongrui Qin, Quan Z. Sheng, Simon Parkinson, Nickolas J G Falkner

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review


Reachability queries are of great importance in many research and application areas, including general graph mining, social network analysis and so on. Many approaches have been proposed to compute whether there exists one path from one node to another node in a graph. Most of these approaches focus on static graphs, however in practice dynamic graphs are more common. In this paper, we focus on handling graph reachability queries in dynamic graphs. Specifically we investigate the influence of a given edge in the graph, aiming to study the overall reachability changes in the graph brought by the possible failure/deletion of the edge. To this end, we firstly develop an efficient update algorithm for handling edge deletions. We then define the edge influence concept and put forward a novel computation algorithm to accelerate the computation of edge influence. We evaluate our approach using several real world datasets. The experimental results show that our approach outperforms traditional approaches significantly.

Original languageEnglish
Title of host publicationDatabase Systems for Advanced Applications
Subtitle of host publication22nd International Conference, DASFAA 2017, Suzhou, China, March 27-30, 2017, Proceedings, Part II
EditorsSelçuk Candan, Lei Chen, Torben Bach Pedersen, Lijun Chang, Wen Hua
PublisherSpringer, Cham
Number of pages12
VolumeLNCS 10178
ISBN (Electronic)9783319556994
ISBN (Print)9783319556987
Publication statusPublished - 22 Mar 2017
Event22nd International Conference on Database Systems for Advanced Applications - Suzou, China
Duration: 27 Mar 201730 Mar 2017
Conference number: 22
https://link.springer.com/book/10.1007/978-3-319-55753-3 (Link to Conference Details )

Publication series

NameLecture Notes in Computer Science
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349


Conference22nd International Conference on Database Systems for Advanced Applications
Abbreviated titleDASFAA 2017
Internet address


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