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IEEE Transactions on Knowledge and Data Engineering 2021: all accepted papers

398 papers · page 1 of 4 · the most cited first · ← IEEE Transactions on Knowledge and Data Engineering 2021

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  1. A Survey on Multi-Task Learning ↗Yu Zhang, Qiang Yang2,878 citations
  2. A Survey on Federated Learning Systems: Vision, Hype and Reality for Data Privacy and Protection ↗Qinbin Li, Zeyi Wen, Zhaomin Wu et al.1,387 citations
  3. A Review on Generative Adversarial Networks: Algorithms, Theory, and Applications ↗Jie Gui, Zhenan Sun, Yonggang Wen et al.1,202 citations
  4. Self-supervised Learning: Generative or Contrastive ↗Xiao Liu, Fanjin Zhang, Zhenyu Hou et al.1,087 citations
  5. A Comprehensive Survey on Graph Anomaly Detection With Deep Learning ↗Xiaoxiao Ma, Jia Xin Wu, Shan Xue et al.835 citations
  6. Informed Machine Learning - A Taxonomy and Survey of Integrating Prior Knowledge into Learning Systems ↗Laura von Rueden, Sebastian Mayer, Katharina Beckh et al.793 citations
  7. Learning Dynamics and Heterogeneity of Spatial-Temporal Graph Data for Traffic Forecasting ↗Shengnan Guo, Youfang Lin, Huaiyu Wan et al.764 citations
  8. A General Survey on Attention Mechanisms in Deep Learning ↗Gianni Brauwers, Flavius Frăsincar695 citations
  9. A Survey of Community Detection Approaches: From Statistical Modeling to Deep Learning ↗Di Jin, Zhizhi Yu, Pengfei Jiao et al.397 citations
  10. Challenges in KNN Classification ↗Shichao Zhang362 citations
  11. Unsupervised Deep Anomaly Detection for Multi-Sensor Time-Series Signals ↗Yuxin Zhang, Yiqiang Chen, Jindong Wang et al.312 citations
  12. Self-Supervised Learning on Graphs: Contrastive, Generative, or Predictive ↗Lirong Wu, Haitao Lin, Cheng Tan et al.290 citations
  13. Combining Graph Neural Networks with Expert Knowledge for Smart Contract Vulnerability Detection ↗Zhenguang Liu, Peng Qian, Xiaoyang Wang et al.259 citations
  14. Sparse Graph Attention Networks ↗Yang Ye, Shihao Ji221 citations
  15. Generative and Contrastive Self-Supervised Learning for Graph Anomaly Detection ↗Yu Zheng, Ming Jin, Yixin Liu et al.220 citations
  16. Cross-View Locality Preserved Diversity and Consensus Learning for Multi-View Unsupervised Feature Selection ↗Chang Tang, Xiao Zheng, Xinwang Liu et al.216 citations
  17. Measuring Diversity in Graph Learning: A Unified Framework for Structured Multi-View Clustering ↗Shudong Huang, Ivor Wai-Hung Tsang, Zenglin Xu et al.206 citations
  18. Multi-view Attributed Graph Clustering ↗Zhiping Lin, Zhao Kang, Lizong Zhang et al.199 citations
  19. DCT-GAN: Dilated Convolutional Transformer-Based GAN for Time Series Anomaly Detection ↗Yifan Li, Xiaoyan Peng, Jia Zhang et al.167 citations
  20. Interpretable and Efficient Heterogeneous Graph Convolutional Network ↗Yaming Yang, Ziyu Guan, Jianxin Li et al.166 citations
  21. Current Time Series Anomaly Detection Benchmarks are Flawed and are Creating the Illusion of Progress ↗Renjie Wu, Eamonn Keogh150 citations
  22. An Integrated Multi-Task Model for Fake News Detection ↗Qing Liao, Heyan Chai, Hao Han et al.147 citations
  23. Anomaly Detection in Dynamic Graphs via Transformer ↗Yixin Liu, Shirui Pan, Yu Guang Wang et al.134 citations
  24. Fast and Accurate Non-Negative Latent Factor Analysis of High-Dimensional and Sparse Matrices in Recommender Systems ↗Xin Luo, Yue Zhou, Zhigang Liu et al.133 citations
  25. Applications of Differential Privacy in Social Network Analysis: A Survey ↗Honglu Jiang, Jian Pei, Dongxiao Yu et al.130 citations
  26. Contextualized Graph Attention Network for Recommendation with Item Knowledge Graph ↗Yong Liu, Susen Yang, Yonghui Xu et al.119 citations
  27. Incomplete Multi-view Clustering with Joint Partition and Graph Learning ↗Lusi Li, Zhiqiang Wan, Haibo He118 citations
  28. KNN Classification with One-step Computation ↗Shichao Zhang, Jiaye Li117 citations
  29. Incremental Weighted Ensemble Broad Learning System for Imbalanced Data ↗Kaixiang Yang, Zhiwen Yu, C. L. Philip Chen et al.114 citations
  30. EATN: An Efficient Adaptive Transfer Network for Aspect-level Sentiment Analysis ↗Kai Zhang, Qi Liu, Hao Qian et al.108 citations
  31. Higher-Order Attribute-Enhancing Heterogeneous Graph Neural Networks ↗Jianxin Li, Hao Ming Peng, Yuwei Cao et al.104 citations
  32. Faster Domain Adaptation Networks ↗Jingjing Li, Mengmeng Jing, Hongzu Su et al.102 citations
  33. Heterogeneous Graph Propagation Network ↗Houye Ji, Xiao Wang, Chuan Shi et al.100 citations
  34. A Unified Collaborative Representation Learning for Neural-Network Based Recommender Systems ↗Yuanbo Xu, En Wang, Yongjian Yang et al.99 citations
  35. Context-Aware Service Recommendation Based on Knowledge Graph Embedding ↗Haithem Mezni, Djamal Benslimane, Ladjel Bellatreche95 citations
  36. Adaptive Label Correlation Based Asymmetric Discrete Hashing for Cross-modal Retrieval ↗Huaxiong Li, Chao Zhang, Xiuyi Jia et al.94 citations
  37. GAN-Based Anomaly Detection for Multivariate Time Series Using Polluted Training Set ↗Bowen Du, Xuanxuan Sun, Junchen Ye et al.94 citations
  38. Adversarial Attacks Against Deep Generative Models on Data: A Survey ↗Hui Sun, Tianqing Zhu, Zhiqiu Zhang et al.87 citations
  39. Pattern Classification With Corrupted Labeling via Robust Broad Learning System ↗Junwei Jin, Yanting Li, C. L. Philip Chen87 citations
  40. Achieving Privacy-Preserving and Lightweight Truth Discovery in Mobile Crowdsensing ↗Jianchao Tang, Shaojing Fu, Ximeng Liu et al.85 citations
  41. Incomplete Multi-View Clustering with Reconstructed Views ↗Jun Yin, Shiliang Sun83 citations
  42. CasFlow: Exploring Hierarchical Structures and Propagation Uncertainty for Cascade Prediction ↗Xovee Xu, Fan Zhou, Kunpeng Zhang et al.82 citations
  43. A Unified Framework for Cross-Domain and Cross-System Recommendations ↗Feng Zhu, Yan Wang, Jùn Zhou et al.81 citations
  44. FinGAT: Financial Graph Attention Networks for Recommending Top-K Profitable Stocks ↗Yi-Ling Hsu, Yu-Che Tsai, Cheng–Te Li81 citations
  45. Hierarchical Multi-View Graph Pooling with Structure Learning ↗Zhen Zhang, Jiajun Bu, Martin Ester et al.81 citations
  46. Adversarial Attack on Large Scale Graph ↗Jintang Li, Tao Xie, Liang Chen et al.79 citations
  47. Efficient Hashing Method Using 2D-2D PCA for Image Copy Detection ↗Xiaoping Liang, Zhenjun Tang, Ziqing Huang et al.77 citations
  48. Intention-Aware Sequential Recommendation With Structured Intent Transition ↗Haoyang Li, Xin Wang, Ziwei Zhang et al.76 citations
  49. Traffic Accident Risk Prediction via Multi-View Multi-Task Spatio-Temporal Networks ↗Senzhang Wang, Jiaqiang Zhang, Jiyue Li et al.76 citations
  50. DeepCrowd: A Deep Model for Large-Scale Citywide Crowd Density and Flow Prediction ↗Renhe Jiang, Zekun Cai, Zhaonan Wang et al.73 citations
  51. Dynamic Opinion Maximization in Social Networks ↗Qiang He, Hui Fang, Jie Zhang et al.72 citations
  52. Generalized Label Enhancement with Sample Correlations ↗Qinghai Zheng, Jihua Zhu, Haoyu Tang et al.72 citations
  53. Dual Metric Learning for Effective and Efficient Cross-Domain Recommendations ↗Li Pan, Alexander Tuzhilin71 citations
  54. Parallel Split-Join Networks for Shared Account Cross-Domain Sequential Recommendations ↗Wenchao Sun, Muyang Ma, Pengjie Ren et al.69 citations
  55. Extracting and Composing Robust Features With Broad Learning System ↗Kaixiang Yang, Yuchen Liu, Zhiwen Yu et al.68 citations
  56. Combinatorial Optimization Meets Reinforcement Learning: Effective Taxi Order Dispatching at Large-Scale ↗Yongxin Tong, Dingyuan Shi, Yi Xu et al.67 citations
  57. Automated Feature Selection: A Reinforcement Learning Perspective ↗Kunpeng Liu, Yanjie Fu, Le Wu et al.66 citations
  58. Entity Linking Meets Deep Learning: Techniques and Solutions ↗Wei Shen, Yuhan Li, Yinan Liu et al.64 citations
  59. A High Performance Concurrency Protocol for Smart Contracts of Permissioned Blockchain ↗Cheqing Jin, Shuaifeng Pang, Xiaodong Qi et al.62 citations
  60. Efficient Anomaly Detection for High-Dimensional Sensing Data With One-Class Support Vector Machine ↗Yan Qiao, Kui Wu, Peng Jin62 citations
  61. Point-of-Interest Recommendation With Global and Local Context ↗Peng Han, Shuo Shang, Aixin Sun et al.61 citations
  62. Towards a Robust Deep Neural Network against Adversarial Texts: A Survey ↗Wenqi Wang, Run Wang, Lina Wang et al.61 citations
  63. DRGI: Deep Relational Graph Infomax for Knowledge Graph Completion ↗Shuang Liang, Jie Shao, Dongyang Zhang et al.60 citations
  64. Fast Multi-view Clustering via Prototype Graph ↗Shaojun Shi, Feiping Nie, Rong Wang et al.60 citations
  65. Online Multi-Label Streaming Feature Selection With Label Correlation ↗Dianlong You, Yang Wang, Jiawei Xiao et al.59 citations
  66. CaEGCN: Cross-Attention Fusion Based Enhanced Graph Convolutional Network for Clustering ↗Guangyu Huo, Yong Zhang, Junbin Gao et al.58 citations
  67. HGATE: Heterogeneous Graph Attention Auto-Encoders ↗Wei Wang, Xiaoyang Suo, Xiangyu Wei et al.57 citations
  68. Two End-to-End Quantum-Inspired Deep Neural Networks for Text Classification ↗Jinjing Shi, Zhenhuan Li, Wei Lai et al.54 citations
  69. Learning Hierarchical Review Graph Representations for Recommendation ↗Yong Liu, Susen Yang, Yinan Zhang et al.53 citations
  70. Personalized Route Recommendation With Neural Network Enhanced Search Algorithm ↗Jingyuan Wang, Ning Wu, Wayne Xin Zhao53 citations
  71. Adaptive Local Embedding Learning for Semi-Supervised Dimensionality Reduction ↗Feiping Nie, Zheng Wang, Rong Wang et al.52 citations
  72. Graph-based Embedding Smoothing for Sequential Recommendation ↗Tianyu Zhu, Leilei Sun, Guoqing Chen52 citations
  73. A Hybrid Deep Network Framework for Android Malware Detection ↗Huijuan Zhu, Liangmin Wang, Sheng Zhong et al.51 citations
  74. Tackling Virtual and Real Concept Drifts: An Adaptive Gaussian Mixture Model Approach ↗Gustavo Henrique Ferreira de Miranda Oliveira, Leandro Lei Minku, Adriano L. I. Oliveira51 citations
  75. Urban flow pattern mining based on multi-source heterogeneous data fusion and knowledge graph embedding ↗Jia Liu, Tianrui Li, Shenggong Ji et al.51 citations
  76. Higher-order Interaction Goes Neural: A Substructure Assembling Graph Attention Network for Graph Classification ↗Jianliang Gao, Jun Gao, Xiaoting Ying et al.49 citations
  77. Improving Rumor Detection by Promoting Information Campaigns With Transformer-Based Generative Adversarial Learning ↗Jing Ma, Jun Li, Wei Guang Gao et al.49 citations
  78. PartitionChain: A Scalable and Reliable Data Storage Strategy for Permissioned Blockchain ↗Zhengyi Du, Xiongtao Pang, Haifeng Qian49 citations
  79. Hybrid-Order Anomaly Detection on Attributed Networks ↗Ling Huang, Ye Zhu, Yuefang Gao et al.48 citations
  80. Transfer Learning for Dynamic Feature Extraction Using Variational Bayesian Inference ↗Junyao Xie, Biao Huang, Stevan S. Dubljevic47 citations
  81. Bundle Recommendation and Generation with Graph Neural Networks ↗Jianxin Chang, Chen Gao, Xiangnan He et al.46 citations
  82. DAH: Discrete Asymmetric Hashing for Efficient Cross-Media Retrieval ↗Donglin Zhang, Xiao‐Jun Wu, Tianyang Xu et al.46 citations
  83. Learning Graph Convolutional Networks based on Quantum Vertex Information Propagation ↗Lu Bai, Yuhang Jiao, Lixin Cui et al.46 citations
  84. Time-aware Gradient Attack on Dynamic Network Link Prediction ↗Jinyin Chen, Jian Zhang, Zhi Chen et al.46 citations
  85. Category-controlled Encoder-Decoder for Fake News Detection ↗Lianwei Wu, Yuan Rao, Cong Zhang et al.45 citations
  86. Missing Value Imputation for Multi-view Urban Statistical Data via Spatial Correlation Learning ↗Yongshun Gong, Zhibin Li, Jian Zhang et al.45 citations
  87. An Adaptive Clustering Algorithm Based on Local-Density Peaks for Imbalanced Data Without Parameters ↗Wuning Tong, Yuping Wang, Delong Liu44 citations
  88. Cross-GCN: Enhancing Graph Convolutional Network with k-Order Feature Interactions ↗Fuli Feng, Xiangnan He, Hanwang Zhang et al.44 citations
  89. Cost-Effective Incremental Deep Model: Matching Model Capacity With the Least Sampling ↗Yang Yang, Da-Wei Zhou, De-Chuan Zhan et al.43 citations
  90. Eigen-GNN: a Graph Structure Preserving Plug-in for GNNs ↗Ziwei Zhang, Peng Cui, Jian Pei et al.43 citations
  91. Lifelong Property Price Prediction: A Case Study for the Toronto Real Estate Market ↗Hao Peng, Jianxin Li, Zheng Wang et al.43 citations
  92. Private and Utility Enhanced Recommendations With Local Differential Privacy and Gaussian Mixture Model ↗Jeyamohan Neera, Xiaomin Chen, Nauman Aslam et al.42 citations
  93. Recommending Learning Objects Through Attentive Heterogeneous Graph Convolution and Operation-Aware Neural Network ↗Yifan Zhu, Qika Lin, Hao Lü et al.42 citations
  94. Robust Unsupervised Feature Selection via Multi-Group Adaptive Graph Representation ↗Mengbo You, Aihong Yuan, Min Zou et al.42 citations
  95. A Deep Dual Adversarial Network for Cross-Domain Recommendation ↗Qian Zhang, Wenhui Liao, Guangquan Zhang et al.41 citations
  96. A General Framework for Feature Selection Under Orthogonal Regression With Global Redundancy Minimization ↗Xueyuan Xu, Xia Wu, Fulin Wei et al.41 citations
  97. A Novel Classifier Ensemble Method Based on Subspace Enhancement for High-Dimensional Data Classification ↗Yuhong Xu, Zhiwen Yu, Wenming Cao et al.41 citations
  98. CogKR: Cognitive Graph for Multi-hop Knowledge Reasoning ↗Zhengxiao Du, Chang Zhou, Jiangchao Yao et al.41 citations
  99. Heterogeneous Latent Topic Discovery for Semantic Text Mining ↗Yawen Li, Di Jiang, Rongzhong Lian et al.41 citations
  100. On the Fairness of Time-Critical Influence Maximization in Social Networks ↗Junaid Ali, Mahmoudreza Babaei, Abhijnan Chakraborty et al.41 citations

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