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MINE: A Method of Multi-Interaction Heterogeneous Information Network Embedding

Dongjie Zhu1, Yundong Sun1, Xiaofang Li2, Haiwen Du3, Rongning Qu2, Pingping Yu4, *, Xuefeng Piao1, Russell Higgs5, Ning Cao6

1 School of Computer Science and Technology, Harbin Institute of Technology, Weihai, 264209, China.
2 Department of Mathematics, Harbin Institute of Technology, Weihai, 264209, China.
3 School of Astronautics, Harbin Institute of Technology, Harbin, 150001, China.
4 School of Information Science and Engineering, Hebei University of Science and Technology, Shijiazhuang, 050018, China.
5 School of Mathematics and Statistics, University College Dublin, Dublin, D04 V1W8, Ireland.
6 School of Internet of Things and Software Technology, Wuxi Vocational College of Science and Technology, Wuxi, 214028, China

* Corresponding Author: Pingping Yu. Email: .

Computers, Materials & Continua 2020, 63(3), 1343-1356.


Interactivity is the most significant feature of network data, especially in social networks. Existing network embedding methods have achieved remarkable results in learning network structure and node attributes, but do not pay attention to the multiinteraction between nodes, which limits the extraction and mining of potential deep interactions between nodes. To tackle the problem, we propose a method called MultiInteraction heterogeneous information Network Embedding (MINE). Firstly, we introduced the multi-interactions heterogeneous information network and extracted complex heterogeneous relation sequences by the multi-interaction extraction algorithm. Secondly, we use a well-designed multi-relationship network fusion model based on the attention mechanism to fuse multiple interactional relationships. Finally, applying a multitasking model makes the learned vector contain richer semantic relationships. A large number of practical experiments prove that our proposed method outperforms existing methods on multiple data sets.


Cite This Article

D. Zhu, Y. Sun, X. Li, H. Du, R. Qu et al., "Mine: a method of multi-interaction heterogeneous information network embedding," Computers, Materials & Continua, vol. 63, no.3, pp. 1343–1356, 2020.


This work is licensed under a Creative Commons Attribution 4.0 International License , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
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