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Domain Adaptation by Class Centroid Matching and Local Manifold Self-Learning 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2020, 卷号: 29, 页码: 9703-9718
作者:  Tian, Lei;  Tang, Yongqiang;  Hu, Liangchen;  Ren, Zhida;  Zhang, Wensheng
Adobe PDF(3443Kb)  |  收藏  |  浏览/下载：344/72  |  提交时间：2021/01/06
Domain adaptation  class centroid matching  local manifold self-learning  
PKGCN: prior knowledge enhanced graph convolutional network for graph-based semi-supervised learning 期刊论文
INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2019, 卷号: 10, 期号: 11, 页码: 3115-3127
作者:  Yu, Shaowei;  Yang, Xuebing;  Zhang, Wensheng
浏览  |  Adobe PDF(1959Kb)  |  收藏  |  浏览/下载：301/42  |  提交时间：2020/03/30
Graph convolutional network  Semi-supervised learning  Prior knowledge  Node classification  
Improving short-text representation in convolutional networks by dependency parsing 期刊论文
KNOWLEDGE AND INFORMATION SYSTEMS, 2019, 卷号: 61, 期号: 1, 页码: 463-484
作者:  Zhang, Siheng;  Zhang, Wensheng;  Niu, Jinghao
Adobe PDF(1426Kb)  |  收藏  |  浏览/下载：287/75  |  提交时间：2019/12/16
Convolutional neural network  Dependency parsing  Question answering system  Question classification  Semantic equivalence  
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
作者:  Niu, Jinghao;  Yang, Yehui;  Zhang, Siheng;  Sun, Zhengya;  Zhang, Wensheng
浏览  |  Adobe PDF(756Kb)  |  收藏  |  浏览/下载：412/84  |  提交时间：2019/12/16
Convolutional neural network  Multi-task learning  Medical concept normalization  
Re-KISSME: A robust resampling scheme for distance metric learning in the presence of label noise 期刊论文
NEUROCOMPUTING, 2019, 卷号: 330, 期号: 22, 页码: 138-150
作者:  Zeng, Fanxia;  Zhang, Wensheng;  Zhang, Siheng;  Zheng, Nan
浏览  |  Adobe PDF(917Kb)  |  收藏  |  浏览/下载：392/59  |  提交时间：2019/07/12
Resampling scheme  KISSME  Distance metric learning  Label noise