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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
Authors:  Gui, Sheng;  Chen, Zhaodi;  Lu, Benzhuo;  Chen, Minxin
Favorite  |  View/Download:61/0  |  Submit date:2021/04/26
Knowledge-guided unsupervised rhetorical parsing for text summarization 期刊论文
INFORMATION SYSTEMS, 2020, 卷号: 94, 页码: 12
Authors:  Hou, Shengluan;  Lu, Ruqian
Favorite  |  View/Download:97/0  |  Submit date: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
Authors:  Jin, Pengzhan;  Zhang, Zhen;  Zhu, Aiqing;  Tang, Yifa;  Karniadakis, George Em
Favorite  |  View/Download:81/0  |  Submit date:2021/04/26
Deep learning  Physics-informed  Dynamical systems  Hamiltonian systems  Symplectic maps  Symplectic integrators  
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
Authors:  Jin, Pengzhan;  Lu, Lu;  Tang, Yifa;  Karniadakis, George Em
Favorite  |  View/Download:63/0  |  Submit date:2021/01/14
Neural networks  Generalization error  Learnability  Data distribution  Cover complexity  Neural network smoothness  
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
Authors:  Sun, Shaolong;  Wang, Shouyang;  Wei, Yunjie
Favorite  |  View/Download:64/0  |  Submit date:2021/04/26
Ensemble learning  Forecasting  Trading  Deep learning  LSTM  
Make l(1) regularization effective in training sparse CNN 期刊论文
COMPUTATIONAL OPTIMIZATION AND APPLICATIONS, 2020, 卷号: 77, 期号: 1, 页码: 163-182
Authors:  He, Juncai;  Jia, Xiaodong;  Xu, Jinchao;  Zhang, Lian;  Zhao, Liang
Favorite  |  View/Download:79/0  |  Submit date:2020/09/23
Sparse optimization  l(1) regularization  Dual averaging  CNN  
Deep spatial-temporal structure learning for rumor detection on Twitter 期刊论文
NEURAL COMPUTING & APPLICATIONS, 2020, 页码: 11
Authors:  Huang, Qi;  Zhou, Chuan;  Wu, Jia;  Liu, Luchen;  Wang, Bin
Favorite  |  View/Download:87/0  |  Submit date:2020/09/23
Rumor detection  Spatial-temporal structure learning  
Combining STRIPAT model and gated recurrent unit for forecasting nature gas consumption of China 期刊论文
MITIGATION AND ADAPTATION STRATEGIES FOR GLOBAL CHANGE, 2020, 页码: 19
Authors:  Xiao, Yi;  Li, Keying;  Hu, Yi;  Xiao, Jin;  Wang, Shouyang
Favorite  |  View/Download:69/0  |  Submit date:2020/09/23
Natural gas consumption forecasting  Emission reduction  Deep learning  STRIPAT model  Gated recurrent unit model  Bagging  
Probe Efficient Feature Representation of Gapped K-mer Frequency Vectors from Sequences Using Deep Neural Networks 期刊论文
IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS, 2020, 卷号: 17, 期号: 2, 页码: 657-667
Authors:  Cao, Zhen;  Zhang, Shihua
Favorite  |  View/Download:111/0  |  Submit date:2020/05/24
DNA  Bioinformatics  Kernel  Feature extraction  Support vector machines  Genomics  Task analysis  Bioinformatics  machine learning  gapped k-mer  deep neural network  transcription factor binding site prediction  
Integrating distal and proximal information to predict gene expression via a densely connected convolutional neural network 期刊论文
BIOINFORMATICS, 2020, 卷号: 36, 期号: 2, 页码: 496-503
Authors:  Zeng, Wanwen;  Wang, Yong;  Jiang, Rui
Favorite  |  View/Download:106/0  |  Submit date:2020/06/30