Improving Louvain Algorithm for Community Detection
- https://doi.org/10.2991/aiea-16.2016.20How to use a DOI?
- Community detection; Louvain; LPA; Modularity; Time complexity.
Community is one of the important characteristics of reality network, which can effectively reflect the inner information of network and the relation among nodes. For the division of the community there already had many effective algorithms, the Louvain algorithm based modularity is a more popular community discovery algorithm because it can divide network into different hierarchical community structure quickly and efficiently. But, with the increasing size of network, the Louvain algorithm still has a serious problem that has relatively high time complexity in handling massive data. Faced with this situation, in this paper we ensure the merit of the Louvain algorithm and combine with the LPA algorithm which has advantage of effectiveness, proposing an improved algorithm integrating the Louvain algorithm with the LPA algorithm. Through later experiments, the improved algorithm can obviously decrease time complexity, reduce execution time, and ensure the result accuracy compared to original Louvain algorithm.
- © 2016, 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/).
Cite this article
TY - CONF AU - Bin Hu AU - Wenmin Li AU - Xuesong Huo AU - Ye Liang AU - Minghui Gao AU - Pei Pei PY - 2016/11 DA - 2016/11 TI - Improving Louvain Algorithm for Community Detection BT - Proceedings of the 2016 International Conference on Artificial Intelligence and Engineering Applications PB - Atlantis Press SP - 110 EP - 115 SN - 2352-538X UR - https://doi.org/10.2991/aiea-16.2016.20 DO - https://doi.org/10.2991/aiea-16.2016.20 ID - Hu2016/11 ER -