Construction of Deep ReLU Nets for Spatially Sparse Learning
Liu, Xia, Wang, Di, Lin, Shao-Bo
Published in IEEE transaction on neural networks and learning systems (01.10.2023)
Published in IEEE transaction on neural networks and learning systems (01.10.2023)
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Journal Article
Depth Selection for Deep ReLU Nets in Feature Extraction and Generalization
Han, Zhi, Yu, Siquan, Lin, Shao-Bo, Zhou, Ding-Xuan
Published in IEEE transactions on pattern analysis and machine intelligence (01.04.2022)
Published in IEEE transactions on pattern analysis and machine intelligence (01.04.2022)
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Journal Article
Random Sketching for Neural Networks With ReLU
Wang, Di, Zeng, Jinshan, Lin, Shao-Bo
Published in IEEE transaction on neural networks and learning systems (01.02.2021)
Published in IEEE transaction on neural networks and learning systems (01.02.2021)
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Journal Article
Universal Consistency of Deep Convolutional Neural Networks
Lin, Shao-Bo, Wang, Kaidong, Wang, Yao, Zhou, Ding-Xuan
Published in IEEE transactions on information theory (01.07.2022)
Published in IEEE transactions on information theory (01.07.2022)
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Journal Article
Realization of Spatial Sparseness by Deep ReLU Nets With Massive Data
Chui, Charles K., Lin, Shao-Bo, Zhang, Bo, Zhou, Ding-Xuan
Published in IEEE transaction on neural networks and learning systems (01.01.2022)
Published in IEEE transaction on neural networks and learning systems (01.01.2022)
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Journal Article
Realizing Data Features by Deep Nets
Guo, Zheng-Chu, Shi, Lei, Lin, Shao-Bo
Published in IEEE transaction on neural networks and learning systems (01.10.2020)
Published in IEEE transaction on neural networks and learning systems (01.10.2020)
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Journal Article
Construction of Neural Networks for Realization of Localized Deep Learning
Chui, Charles K., Lin, Shao-Bo, Zhou, Ding-Xuan
Published in Frontiers in applied mathematics and statistics (17.05.2018)
Published in Frontiers in applied mathematics and statistics (17.05.2018)
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Journal Article
Optimal Learning Rates for Kernel Partial Least Squares
Lin, Shao-Bo, Zhou, Ding-Xuan
Published in The Journal of fourier analysis and applications (01.06.2018)
Published in The Journal of fourier analysis and applications (01.06.2018)
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Journal Article
Deep Net Tree Structure for Balance of Capacity and Approximation Ability
Chui, Charles K., Lin, Shao-Bo, Zhou, Ding-Xuan
Published in Frontiers in applied mathematics and statistics (11.09.2019)
Published in Frontiers in applied mathematics and statistics (11.09.2019)
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Journal Article
Distributed learning with multi-penalty regularization
Guo, Zheng-Chu, Lin, Shao-Bo, Shi, Lei
Published in Applied and computational harmonic analysis (01.05.2019)
Published in Applied and computational harmonic analysis (01.05.2019)
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Journal Article