Search Results for author: Xuanheng Xu

Found 4 papers, 2 papers with code

E-LSTM-D: A Deep Learning Framework for Dynamic Network Link Prediction

1 code implementation22 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.

Link Prediction Time Series Analysis

GC-LSTM: Graph Convolution Embedded LSTM for Dynamic Link Prediction

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

Link Prediction Adversarial Attack

no code implementations2 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

Fast Gradient Attack on Network Embedding

no code implementations8 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

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