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Molecular Sparse Representation by a 3D Ellipsoid Radial Basis Function Neural Network via L1 Regularization 期刊论文
JOURNAL OF CHEMICAL INFORMATION AND MODELING, 2020, 卷号: 60, 期号: 12, 页码: 6054-6064
作者:  Gui, Sheng;  Chen, Zhaodi;  Lu, Benzhuo;  Chen, Minxin
收藏  |  浏览/下载:137/0  |  提交时间:2021/04/26
Knowledge-guided unsupervised rhetorical parsing for text summarization 期刊论文
INFORMATION SYSTEMS, 2020, 卷号: 94, 页码: 12
作者:  Hou, Shengluan;  Lu, Ruqian
收藏  |  浏览/下载:169/0  |  提交时间:2021/01/14
Automatic text summarization  Rhetorical structure theory  Domain knowledge base  Attentional encoder-decoder  Natural language processing  
SympNets: Intrinsic structure-preserving symplectic networks for identifying Hamiltonian systems 期刊论文
NEURAL NETWORKS, 2020, 卷号: 132, 页码: 166-179
作者:  Jin, Pengzhan;  Zhang, Zhen;  Zhu, Aiqing;  Tang, Yifa;  Karniadakis, George Em
收藏  |  浏览/下载:153/0  |  提交时间:2021/04/26
Deep learning  Physics-informed  Dynamical systems  Hamiltonian systems  Symplectic maps  Symplectic integrators  
Circular Complex-Valued GMDH-Type Neural Network for Real-Valued Classification Problems 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2020, 卷号: 31, 期号: 12, 页码: 5285-5299
作者:  Xiao, Jin;  Jia, Yanlin;  Jiang, Xiaoyi;  Wang, Shouyang
收藏  |  浏览/下载:152/0  |  提交时间:2021/04/26
Biological system modeling  Data models  Biological neural networks  Predictive models  Neurons  Mathematical model  Complex-valued external criterion  complex-valued group method of data handling (GMDH)-type neural network  parameter estimation  real-valued classification  
Prediction of enhancer-promoter interactions using the cross-cell type information and domain adversarial neural network 期刊论文
BMC BIOINFORMATICS, 2020, 卷号: 21, 期号: 1, 页码: 16
作者:  Jing, Fang;  Zhang, Shao-Wu;  Zhang, Shihua
收藏  |  浏览/下载:145/0  |  提交时间:2021/01/14
Enhancer–  promoter interactions  Cell line  Convolutional neural network  Transfer learning  Gradient reversal layer  
Exploring firms' innovation capabilities through learning systems 期刊论文
NEUROCOMPUTING, 2020, 卷号: 409, 页码: 27-34
作者:  Li, Yawen;  Wang, Xiaoyang;  Chen, Chengcai;  Jing, Changyuan;  Wu, Tian
收藏  |  浏览/下载:195/0  |  提交时间:2020/10/12
Machine learning  Innovation input capability  Collaborative innovation capability  Innovation performance  XGBoost  GBDT  
Real-Time Facial Pose Estimation and Tracking by Coarse-to-Fine Iterative Optimization 期刊论文
TSINGHUA SCIENCE AND TECHNOLOGY, 2020, 卷号: 25, 期号: 5, 页码: 690-700
作者:  Yang, Xiaolong;  Jia, Xiaohong;  Yuan, Mengke;  Yan, Dong-Ming
收藏  |  浏览/下载:160/0  |  提交时间:2020/09/23
facial pose recognition  facial pose estimation  real-time tracking  
Quantifying the generalization error in deep learning in terms of data distribution and neural network smoothness 期刊论文
NEURAL NETWORKS, 2020, 卷号: 130, 页码: 85-99
作者:  Jin, Pengzhan;  Lu, Lu;  Tang, Yifa;  Karniadakis, George Em
收藏  |  浏览/下载:125/0  |  提交时间:2021/01/14
Neural networks  Generalization error  Learnability  Data distribution  Cover complexity  Neural network smoothness  
On semi-supervised multiple representation behavior learning 期刊论文
JOURNAL OF COMPUTATIONAL SCIENCE, 2020, 卷号: 46, 页码: 17
作者:  Lu, Ruqian;  Hou, Shengluan
收藏  |  浏览/下载:147/0  |  提交时间:2021/04/26
Semi-supervised learning  Semi-supervised multiple representation behavior learning  Semi-supervised grammar learning  
A new ensemble deep learning approach for exchange rates forecasting and trading 期刊论文
ADVANCED ENGINEERING INFORMATICS, 2020, 卷号: 46, 页码: 10
作者:  Sun, Shaolong;  Wang, Shouyang;  Wei, Yunjie
收藏  |  浏览/下载:137/0  |  提交时间:2021/04/26
Ensemble learning  Forecasting  Trading  Deep learning  LSTM