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A matrix sampling approach for efficient SimRank computation Journal article
Information Sciences, 2021,Volume: 556,Page: 1-26
Authors:  Lu,Juan;  Gong,Zhiguo;  Yang,Yiyang
Favorite |  | TC[WOS]:0 TC[Scopus]:0 | Submit date:2021/03/09
Matrix sampling  SimRank  Steepest descent  
KGEL: A novel end-to-end embedding learning framework for knowledge graph completion Journal article
Expert Systems with Applications, 2021,Volume: 167
Authors:  Zeb,Adnan;  Ul Haq,Anwar;  Zhang,Defu;  Chen,Junde;  Gong,Zhiguo
Favorite |  | TC[WOS]:1 TC[Scopus]:1 | Submit date:2021/03/09
Knowledge graph  Link prediction  Tensor factorization  Tensor train decomposition  Weighted graph convolutional network  
GraphLSHC: Towards large scale spectral hypergraph clustering Journal article
Information Sciences, 2021,Volume: 544,Page: 117-134
Authors:  Yang,Yiyang;  Deng,Sucheng;  Lu,Juan;  Li,Yuhong;  Gong,Zhiguo;  U,Leong Hou;  Hao,Zhifeng
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Clustering  Hypergraph  Machine Learning  Unsupervised Learning  
HNS: Hierarchical negative sampling for network representation learning Journal article
Information Sciences, 2021,Volume: 542,Page: 343-356
Authors:  Chen,Junyang;  Gong,Zhiguo;  Wang,Wei;  Liu,Weiwen
Favorite |  | TC[WOS]:0 TC[Scopus]:0 | Submit date:2020/12/04
Hierarchical negative sampling  Network embeddings  Network representation learning  
Attributed Collaboration Network Embedding for Academic Relationship Mining Journal article
ACM Transactions on the Web, 2021,Volume: 15,Issue: 1
Authors:  Wang,Wei;  Liu,Jiaying;  Tang,Tao;  Tuarob,Suppawong;  Xia,Feng;  Gong,Zhiguo;  King,Irwin
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academic information retrieval  graph learning  Network embedding  scientific collaboration  
CRL: Collaborative Representation Learning by Coordinating Topic Modeling and Network Embeddings Journal article
IEEE Transactions on Neural Networks and Learning Systems, 2021
Authors:  Chen,Junyang;  Gong,Zhiguo;  Wang,Wei;  Liu,Weiwen;  Dong,Xiao
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Collaboration  Collaborative representation learning (CRL)  Context modeling  Correlation  Data models  Electronic mail  global and local contexts  Learning systems  network embeddings  network representation learning (NRL)  Network topology  topic modeling.  
Realizing the Potential of Internet of Things for Smart Tourism with 5G and AI Journal article
IEEE Network, 2020,Volume: 34,Issue: 6,Page: 295-301
Authors:  Wang,Wei;  Kumar,Neeraj;  Chen,Junxin;  Gong,Zhiguo;  Kong,Xiangjie;  Wei,Wei;  Gao,Honghao
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GNNVis: Visualize Large-Scale Data by Learning a Graph Neural Network Representation Conference paper
International Conference on Information and Knowledge Management, Proceedings
Authors:  Huang,Yajun;  Zhang,Jingbin;  Yang,Yiyang;  Gong,Zhiguo;  Hao,Zhifeng
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big data  graph neural networks  high-dimensional data  neural networks  semi-supervised learning  visualization  
Trust-Enhanced Collaborative Filtering for Personalized Point of Interests Recommendation Journal article
IEEE Transactions on Industrial Informatics, 2020,Volume: 16,Issue: 9,Page: 6124-6132
Authors:  Wang,Wei;  Chen,Junyang;  Wang,Jinzhong;  Chen,Junxin;  Liu,Jinquan;  Gong,Zhiguo
Favorite |  | TC[WOS]:66 TC[Scopus]:17 | Submit date:2020/12/04
Location-based social network  point of interests (POIs)  social Internet of Things  trust  
Speeding up SimRank computations by polynomial preconditioners Journal article
Applied Numerical Mathematics, 2020,Volume: 153,Page: 147-163
Authors:  Ng,Sio Wan;  Lei,Siu Long;  Lu,Juan;  Gong,Zhiguo
Favorite |  | TC[WOS]:0 TC[Scopus]:0 | Submit date:2021/03/09
Graph  Linear system  Matrix  Polynomial preconditioner  SimRank