1 code implementation • 22 Feb 2019 • Jinyin Chen, Jian Zhang, Xuanheng Xu, Chengbo Fu, Dan Zhang, Qingpeng Zhang, Qi Xuan
Predicting the potential relations between nodes in networks, known as link prediction, has long been a challenge in network science.
2 code implementations • 2020 • Jinyin Chen, Xuanheng Xu, Yangyang Wu, Haibin Zheng
To the best of our knowledge, it is the first time that GCN embedded LSTM is put forward for link prediction of dynamic networks.
Social and Information Networks Physics and Society
no code implementations • 2 Oct 2018 • Jinyin Chen, Ziqiang Shi, Yangyang Wu, Xuanheng Xu, Haibin Zheng
Deep neural network has shown remarkable performance in solving computer vision and some graph evolved tasks, such as node classification and link prediction.
Physics and Society Social and Information Networks
no code implementations • 8 Sep 2018 • Jinyin Chen, Yangyang Wu, Xuanheng Xu, Yixian Chen, Haibin Zheng, Qi Xuan
Network embedding maps a network into a low-dimensional Euclidean space, and thus facilitate many network analysis tasks, such as node classification, link prediction and community detection etc, by utilizing machine learning methods.
Physics and Society Social and Information Networks