Algorithm Research & Explore
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1375-1379

Novel algorithm of overlapping community detection and analysis with improved ant colony algorithm

Xu Ying
School of Applied Mathematics, Xinjiang University of Finance & Economics, Urumqi 830012, China

Abstract

This paper proposed a new detection algorithm for overlapping communities based on ant colony algorithm to improve the detection accuracy of overlapping communities. The algorithm consisted of three stages: position initialization, motion and post-processing. The algorithm achieved better performance of overlapping communities and overlapping nodes detection in synthetic datasets and real-world datasets through initial position identification and tag list storage, heuristic information redefinition based on similarity between nodes, and cooperative tag list preservation. The detection performance of different detection algorithms on synthetic and real world network platforms shows that the proposed method based on improved ant colony algorithm has good accuracy and analysis performance. The method can be used for reference in solving the current overlapping community detection problem and understanding the functional structure of the network.

Foundation Support

国家自然科学基金资助项目(11461063)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2018.10.0803
Publish at: Application Research of Computers Printed Article, Vol. 37, 2020 No. 5
Section: Algorithm Research & Explore
Pages: 1375-1379
Serial Number: 1001-3695(2020)05-018-1375-05

Publish History

[2020-05-05] Printed Article

Cite This Article

许英. 利用改进蚁群算法的重叠社团检测分析方法 [J]. 计算机应用研究, 2020, 37 (5): 1375-1379. (Xu Ying. Novel algorithm of overlapping community detection and analysis with improved ant colony algorithm [J]. Application Research of Computers, 2020, 37 (5): 1375-1379. )

About the Journal

  • Application Research of Computers Monthly Journal
  • Journal ID ISSN 1001-3695
    CN  51-1196/TP

Application Research of Computers, founded in 1984, is an academic journal of computing technology sponsored by Sichuan Institute of Computer Sciences under the Science and Technology Department of Sichuan Province.

Aiming at the urgently needed cutting-edge technology in this discipline, Application Research of Computers reflects the mainstream technology, hot technology and the latest development trend of computer application research at home and abroad in a timely manner. The main contents of the journal include high-level academic papers in this discipline, the latest scientific research results and major application results. The contents of the columns involve new theories of computer discipline, basic computer theory, algorithm theory research, algorithm design and analysis, blockchain technology, system software and software engineering technology, pattern recognition and artificial intelligence, architecture, advanced computing, parallel processing, database technology, computer network and communication technology, information security technology, computer image graphics and its latest hot application technology.

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