Overlapping and Hierarchical Community Discovery Based on Spectral Method

DOI

10.2991/iwmecs-15.2015.112How to use a DOI?

Keywords

spectral method, overlapping community, hierarchical community.

Abstract

With the development of community detection algorithm, traditional clustering methods are hardly capable enough to meet our needs. This paper proposes a new algorithm based on spectral method that can identify the overlapping and hierarchical communities in complex networks. Experiments on artificial and real datasets are conducted to verify the algorithm by comparing it with other algorithms. The experimental results show that our algorithm can efficiently identify overlapping communities in complex networks and find hierarchies of the communities.

Copyright

© 2015, the Authors. Published by Atlantis Press.

Open Access

This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

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TY  - CONF
AU  - Kun Guo
AU  - Nanzhou You
AU  - Wenzhong Guo
AU  - Yuzhong Chen
PY  - 2015/10
DA  - 2015/10
TI  - Overlapping and Hierarchical Community Discovery Based on Spectral Method
BT  - Proceedings of the 2015 2nd International Workshop on Materials Engineering and Computer Sciences
PB  - Atlantis Press
SP  - 564
EP  - 570
SN  - 2352-538X
UR  - https://doi.org/10.2991/iwmecs-15.2015.112
DO  - 10.2991/iwmecs-15.2015.112
ID  - Guo2015/10
ER  -