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A Simple yet Effective Layered Loss for Pre-training of Network Embedding Journal article
IEEE Transactions on Network Science and Engineering, 2022
Authors:  Chen, Junyang;  Li, Xueliang;  Li, Yuanman;  Li, Paul;  Wang, Mengzhu;  Zhang, Xiang;  Gong, Zhiguo;  Wu, Kaishun;  Leung, Victor C.M.
Favorite |  | TC[WOS]:0 TC[Scopus]:0 | Submit date:2022/05/17
Graph Neural Networks  Layered Loss  Network Embedding  Pre-training Of Unlabeled Nodes  
Meta-path Based Neighbors for Behavioral Target Generalization in Sequential Recommendation Journal article
IEEE Transactions on Network Science and Engineering, 2022
Authors:  Chen, Junyang;  Gong, Zhiguo;  Li, Yuanman;  Zhang, Huanjian;  Yu, Hongyong;  Zhu, Junzhang;  Fan, Ge;  Wu, Xiao Ming;  Wu, Kaishun
Favorite |  | TC[WOS]:0 TC[Scopus]:1 | Submit date:2022/05/17
Behavioral Target Generalization  Ctr Prediction  Predictive Models  Recommender Systems  Recommender Systems  Semantics  Sequential Recommendation  Task Analysis  Training  Transformers  User Experience  
A Multi-graph Convolutional Network Framework for Tourist Flow Prediction Journal article
ACM Transactions on Internet Technology, 2021,Volume: 21,Issue: 4
Authors:  Wang, Wei;  Chen, Junyang;  Zhang, Yushu;  Gong, Zhiguo;  Kumar, Neeraj;  Wei, Wei
Favorite |  | TC[WOS]:0 TC[Scopus]:2 | Submit date:2021/12/08
Cyber Physical Systems  Deep Learning  Smart Tourism  Social Internet Of Things  Tourist Flow Prediction  
TAM: Targeted Analysis Model with Reinforcement Learning on Short Texts Journal article
IEEE Transactions on Neural Networks and Learning Systems, 2021,Volume: 32,Issue: 6,Page: 2772-2781
Authors:  Chen, Junyang;  Gong, Zhiguo;  Wang, Wei;  Liu, Weiwen;  Yang, Ming;  Wang, Cong
Favorite |  | TC[WOS]:3 TC[Scopus]:2 | Submit date:2021/12/08
Reinforcement Learning (Rl)  Targeted Analysis Model (Tam)  Text Mining  Topic Modeling  
CRL: Collaborative Representation Learning by Coordinating Topic Modeling and Network Embeddings Journal article
IEEE Transactions on Neural Networks and Learning Systems, 2021,Page: 1-13
Authors:  Junyang Chen;  Zhiguo Gong;  Wei Wang;  Weiwen Liu;  Xiao Dong
Favorite |  | TC[WOS]:0 TC[Scopus]:1 | Submit date:2021/03/09
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.  
HNS: Hierarchical negative sampling for network representation learning Journal article
Information Sciences, 2021,Volume: 542,Page: 343-356
Authors:  Junyang Chen;  Zhiguo Gong;  Wei Wang;  Weiwen Liu
Favorite |  | TC[WOS]:8 TC[Scopus]:9 | Submit date:2020/12/04
Hierarchical Negative Sampling  Network Embeddings  Network Representation Learning  
Inductive Document Representation Learning for Short Text Clustering Conference paper
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Authors:  Chen, Junyang;  Gong, Zhiguo;  Wang, Wei;  Dong, Xiao;  Wang, Wei;  Liu, Weiwen;  Wang, Cong;  Chen, Xian
Favorite |  | TC[WOS]:0 TC[Scopus]:0 | Submit date:2022/05/13
Robust Matrix Factorization via Minimum Weighted Error Entropy Criterion Journal article
IEEE Transactions on Computational Social Systems, 2021
Authors:  Li, Yuanman;  Zhou, Jiantao;  Chen, Junyang;  Tian, Jinyu;  Dong, Li;  Li, Xia
Favorite |  | TC[WOS]:0 TC[Scopus]:0 | Submit date:2022/05/13
Data Models  Distributed Databases  Entropy  Gaussian Noise  Information-theoretic Learning (Itl)  Laplace Equations  Noise Of Social Data  Optimization  Robustness  Robustness Of Social Systems  Surveillance Video Modeling.  
Personalized Re-ranking with Item Relationships for E-commerce Conference paper
International Conference on Information and Knowledge Management, Proceedings, Virtual Event Ireland, October 19 - 23, 2020
Authors:  Liu, Weiwen;  Liu, Qing;  Tang, Ruiming;  Chen, Junyang;  He, Xiuqiang;  Heng, Pheng Ann
Favorite |  | TC[WOS]:3 TC[Scopus]:2 | Submit date:2021/12/06
Graph Neural Networks  Item Relationships  Personalized Re-ranking  Recommendation  
Exploiting Heterogeneous Artist and Listener Preference Graph for Music Genre Classification Conference paper
MM 2020 - Proceedings of the 28th ACM International Conference on Multimedia, Seattle WA USA, October 12 - 16, 2020
Authors:  Yuan, Chunyuan;  Ma, Qianwen;  Chen, Junyang;  Zhou, Wei;  Zhang, Xiaodan;  Tang, Xuehai;  Han, Jizhong;  Hu, Songlin
Favorite |  | TC[WOS]:0 TC[Scopus]:0 | Submit date:2021/12/06
Graph Neural Network  Label Correlations  Multi-label Classification  Music Genre Classification  Preference Graph