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中国科学院数学与系统科学研究院机构知识库
KMS Of Academy of mathematics and systems sciences, CAS
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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
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View/Download:93/0
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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
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View/Download:128/0
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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
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View/Download:112/0
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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
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View/Download:88/0
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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
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View/Download:93/0
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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
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View/Download:115/0
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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
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View/Download:128/0
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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
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View/Download:104/0
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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
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View/Download:147/0
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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
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View/Download:133/0
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Submit date:2020/06/30