Weighted synthetical influence of degree and H-index in link prediction of complex networks

Author:

Zhu Shu Shan12,Li Wenya3,Chen Ning4,Zhu Xuzhen3,Wang Yuxin3ORCID,Ma Jinming3

Affiliation:

1. School of Mechanical and Vehicle Engineering, Beijing Institute of Technology, Beijing 10081, P. R. China

2. School of Information and Communication Engineering, Beijing Information Science and Technology University, Beijing 100101, P. R. China

3. State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing 100876, P. R. China

4. Beijing University of Technology, Beijing 100022, P. R. China

Abstract

Link prediction based on traditional models have attracted many interests recently. Among all models, the ones based on topological similarity have achieved great success. However, researchers pay more attention to links, but less to endpoint influence. After profound investigation, we find that the synthesis of degree and H-index plays an important role in modeling endpoint influence. So, in this paper, we propose link prediction models based on weighted synthetical influence, exploring the role of H-index and degree in endpoint influence measurement. Experiments on 12 real-world networks show that the proposed models can provide higher accuracy.

Funder

Transportation Technology Project of Henan Province

National Key R&D Program of China

National Natural Science Foundation of China

Scientific Research Level Improvement Project, Beijing Information Science and Technology University

Publisher

World Scientific Pub Co Pte Lt

Subject

Condensed Matter Physics,Statistical and Nonlinear Physics

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