no code implementations • 18 Mar 2024 • Xiang Li, Chaofan Fu, Zhongying Zhao, Guanjie Zheng, Chao Huang, Junyu Dong, Yanwei Yu
Nevertheless, these approaches still grapple with two significant shortcomings: (1) Insufficient modeling and exploitation of the impact of various behavior patterns formed by multiplex relations between users and items on representation learning, and (2) ignoring the effect of different relations in the behavior patterns on the target relation in recommender system scenarios.
1 code implementation • 12 Aug 2022 • Pengyang Yu, Chaofan Fu, Yanwei Yu, Chao Huang, Zhongying Zhao, Junyu Dong
Heterogeneous graph convolutional networks have gained great popularity in tackling various network analytical tasks on heterogeneous network data, ranging from link prediction to node classification.
no code implementations • 11 Jul 2020 • Guoye Guan, Ming-Kin Wong, Zhongying Zhao, Lei-Han Tang, Chao Tang
Nematode species are well-known for their invariant cell lineage pattern during development.
no code implementations • 23 Jan 2014 • Changxing Shang, Shengzhong Feng, Zhongying Zhao, Jianping Fan
This paper proposes a new method that transforms a network into a corpus where each edge is treated as a document, and all nodes of the network are treated as terms of the corpus.