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Enhancing knowledge graph embedding with relational constraints 期刊论文
NEUROCOMPUTING, 2021, 卷号: 429, 页码: 77-88
Authors:  Li, Mingda;  Sun, Zhengya;  Zhang, Siheng;  Zhang, Wensheng
Favorite  |  View/Download:11/0  |  Submit date:2021/03/29
Knowledge graph embedding  Translational model  Relational constraints  Knowledge graph completion  
Inter-Patient ECG Classification With Symbolic Representations and Multi-Perspective Convolutional Neural Networks 期刊论文
IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2020, 卷号: 24, 期号: 5, 页码: 1321-1332
Authors:  Niu, Jinghao;  Tang, Yongqiang;  Sun, Zhengya;  Zhang, Wensheng
Favorite  |  View/Download:40/0  |  Submit date:2020/06/22
Heart beat  Electrocardiography  Heart rate variability  Deep learning  Feature extraction  Task analysis  Informatics  ECG classification  biomedical monitoring  convolutional neural network  deep learning  
Discriminative structure learning of sum-product networks for data stream classification 期刊论文
NEURAL NETWORKS, 2020, 卷号: 123, 页码: 163-175
Authors:  Sun, Zhengya;  Liu, Cheng-Lin;  Niu, Jinghao;  Zhang, Wensheng
Favorite  |  View/Download:62/0  |  Submit date:2020/03/30
Sum-product network  Discriminative structure learning  Data stream classification  
Improve the translational distance models for knowledge graph embedding 期刊论文
JOURNAL OF INTELLIGENT INFORMATION SYSTEMS, 2020, 卷号: 2020, 期号: 1, 页码: 23
Authors:  Zhang, Siheng;  Sun, Zhengya;  Zhang, Wensheng
View  |  Adobe PDF(802Kb)  |  Favorite  |  View/Download:94/14  |  Submit date:2020/04/07
Knowledge graph embedding  Translational distance model  Positional encoding  Self-attention  
InterPatient ECG Classification with Symbolic Representations and MultiPerspective Convolutional Neural Networks 期刊论文
IEEE Journal of Biomedical and Health Informatics, 2020, 卷号: 24, 期号: 5, 页码: 1321-1332
Authors:  Niu, Jinghao;  Tang, Yongqiang;  Sun, Zhengya;  Zhang, Wensheng
View  |  Adobe PDF(2290Kb)  |  Favorite  |  View/Download:73/26  |  Submit date:2020/05/08
Ecg Classification  Convolutional Neural Network  Deep Learning  Biomedical Monitoring  
Multi-task Character-Level Attentional Networks for Medical Concept Normalization 期刊论文
NEURAL PROCESSING LETTERS, 2019, 卷号: 49, 期号: 3, 页码: 1239-1256
Authors:  Niu, Jinghao;  Yang, Yehui;  Zhang, Siheng;  Sun, Zhengya;  Zhang, Wensheng
View  |  Adobe PDF(756Kb)  |  Favorite  |  View/Download:101/8  |  Submit date:2019/12/16
Convolutional neural network  Multi-task learning  Medical concept normalization  
Enhancing Knowledge Graph Completion with Positive Unlabeled Learning 会议论文
, Beijing, August 20-24
Authors:  Niu, Jinghao;  Sun, Zhengya;  Zhang, Wensheng
View  |  Adobe PDF(703Kb)  |  Favorite  |  View/Download:53/6  |  Submit date:2020/05/08
Scalable learning and inference in Markov logic networks 期刊论文
INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 2017, 卷号: 2017, 期号: 82, 页码: 39-55
Authors:  Sun, Zhengya;  Zhao, Yangyang;  Wei, Zhuoyu;  Zhang, Wensheng;  Wang, Jue
Favorite  |  View/Download:148/0  |  Submit date:2017/05/05
Markov Logic Networks  Structure Learning  Probabilistic Inference  Large Scale Machine Learning  
Hierarchical Multilabel Classification with Optimal Path Prediction 会议论文
NEURAL PROCESSING LETTERS
Authors:  Sun, Zhengya;  Zhao, Yangyang;  Cao, Dong;  Hao, Hongwei
Favorite  |  View/Download:112/0  |  Submit date:2017/05/05
Hierarchical Classification  Multilabel Classification  Network Flow Optimization  
Structural Feature-based Event Clustering for Short Text Streams 会议论文
, Cancun Mexico, Dec. 04-08, 2016
Authors:  Zhengya Sun;  Jiuqi Han;  Hongwei Hao
Favorite  |  View/Download:92/0  |  Submit date:2018/01/04