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Enhancing knowledge graph embedding with relational constraints 期刊论文
NEUROCOMPUTING, 2021, 卷号: 429, 页码: 77-88
作者:  Li, Mingda;  Sun, Zhengya;  Zhang, Siheng;  Zhang, Wensheng
收藏  |  浏览/下载：253/0  |  提交时间：2021/03/29
Knowledge graph embedding  Translational model  Relational constraints  Knowledge graph completion  
Self-centralized jointly sparse maximum margin criterion for robust dimensionality reduction 期刊论文
KNOWLEDGE-BASED SYSTEMS, 2020, 卷号: 206, 页码: 15
作者:  Hu, Liangchen;  Xu, Jingke;  Tian, Lei;  Zhang, Wensheng
收藏  |  浏览/下载：180/0  |  提交时间：2021/01/07
Maximum margin criterion  Robustness  Adaptive centroid  L-1,L-2-norm sparsity  Dimensionality reduction  
A Deep Nonnegative Matrix Factorization Approach via Autoencoder for Nonlinear Fault Detection 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2020, 卷号: 16, 期号: 8, 页码: 5042-5052
作者:  Ren, Zelin;  Zhang, Wensheng;  Zhang, Zhizhong
Adobe PDF(2122Kb)  |  收藏  |  浏览/下载：335/52  |  提交时间：2020/07/06
data-driven fault detection  deep autoencoder  nonlinear industrial process  nonnegative matrix factorization (NMF)  
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
作者:  Zhang, Siheng;  Sun, Zhengya;  Zhang, Wensheng
浏览  |  Adobe PDF(802Kb)  |  收藏  |  浏览/下载：353/91  |  提交时间：2020/04/07
Knowledge graph embedding  Translational distance model  Positional encoding  Self-attention  
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
作者:  Sun, Zhengya;  Liu, Cheng-Lin;  Niu, Jinghao;  Zhang, Wensheng
收藏  |  浏览/下载：234/0  |  提交时间：2020/03/30
Sum-product network  Discriminative structure learning  Data stream classification  
Spatial non-local attention for thoracic disease diagnosis and visualisation in weakly supervised learning 期刊论文
IET IMAGE PROCESSING, 2019, 卷号: 13, 期号: 11, 页码: 1922-1930
作者:  Yang, Menglin;  Li, Ding;  Zhang, Wensheng
收藏  |  浏览/下载：307/0  |  提交时间：2019/12/16
feature extraction  diseases  medical image processing  patient diagnosis  image segmentation  image classification  supervised learning  image annotation  thoracic disease diagnosis  weakly supervised learning  computer-aided diagnosis  coarse image-level annotations  pathological area  nonlocal aware features  fine-grained expertise  clinical diagnosis  visualisation method  chest X-ray dataset  spatial nonlocal attention mechanism  ResNet-SNA