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2020 – today
- 2023
[i21]Jingpu Cheng, Qianxiao Li, Ting Lin, Zuowei Shen:
Interpolation, Approximation and Controllability of Deep Neural Networks. CoRR abs/2309.06015 (2023)- 2022
- [j60]Shijun Zhang, Zuowei Shen, Haizhao Yang:
Deep Network Approximation: Achieving Arbitrary Accuracy with Fixed Number of Neurons. J. Mach. Learn. Res. 23: 276:1-276:60 (2022) - [j59]Yong Zheng Ong, Zuowei Shen, Haizhao Yang:
Integral Autoencoder Network for Discretization-Invariant Learning. J. Mach. Learn. Res. 23: 286:1-286:45 (2022) - [c13]Zuowei Shen, Haizhao Yang, Shijun Zhang:
Deep Network Approximation in Terms of Intrinsic Parameters. ICML 2022: 19909-19934 - [c12]Shijun Zhang, Zuowei Shen, Haizhao Yang:
Neural Network Architecture Beyond Width and Depth. NeurIPS 2022 - [c11]Dan Gibson, Hema Hariharan, Eric Lance, Moray McLaren, Behnam Montazeri, Arjun Singh, Stephen Wang, Hassan M. G. Wassel, Zhehua Wu, Sunghwan Yoo, Raghuraman Balasubramanian, Prashant Chandra, Michael Cutforth, Peter Cuy, David Decotigny, Rakesh Gautam, Alex Iriza, Milo M. K. Martin, Rick Roy, Zuowei Shen, Ming Tan, Ye Tang, Monica Wong-Chan, Joe Zbiciak, Amin Vahdat:
Aquila: A unified, low-latency fabric for datacenter networks. NSDI 2022: 1249-1266 - [i20]Yong Zheng Ong, Zuowei Shen, Haizhao Yang:
IAE-Net: Integral Autoencoders for Discretization-Invariant Learning. CoRR abs/2203.05142 (2022) - [i19]Zuowei Shen
, Haizhao Yang, Shijun Zhang:
Neural Network Architecture Beyond Width and Depth. CoRR abs/2205.09459 (2022) - [i18]Qianxiao Li, Ting Lin, Zuowei Shen:
Deep Neural Network Approximation of Invariant Functions through Dynamical Systems. CoRR abs/2208.08707 (2022) - [i17]Ting Lin, Zuowei Shen, Qianxiao Li:
On the Universal Approximation Property of Deep Fully Convolutional Neural Networks. CoRR abs/2211.14047 (2022) - 2021
- [j58]Zuowei Shen, Haizhao Yang, Shijun Zhang:
Deep Network With Approximation Error Being Reciprocal of Width to Power of Square Root of Depth. Neural Comput. 33(4): 1005-1036 (2021) - [j57]Zuowei Shen, Haizhao Yang, Shijun Zhang:
Neural network approximation: Three hidden layers are enough. Neural Networks 141: 160-173 (2021) - [j56]Jianfeng Lu, Zuowei Shen, Haizhao Yang, Shijun Zhang:
Deep Network Approximation for Smooth Functions. SIAM J. Math. Anal. 53(5): 5465-5506 (2021) - [j55]Bin Dong, Zuowei Shen, Jianbin Yang:
Approximation from Noisy Data. SIAM J. Numer. Anal. 59(5): 2722-2745 (2021) - [i16]Zuowei Shen, Haizhao Yang, Shijun Zhang:
Optimal Approximation Rate of ReLU Networks in terms of Width and Depth. CoRR abs/2103.00502 (2021) - [i15]Zuowei Shen, Haizhao Yang, Shijun Zhang:
Deep Network Approximation: Achieving Arbitrary Accuracy with Fixed Number of Neurons. CoRR abs/2107.02397 (2021) - [i14]Zuowei Shen, Haizhao Yang, Shijun Zhang:
ReLU Network Approximation in Terms of Intrinsic Parameters. CoRR abs/2111.07964 (2021) - 2020
- [j54]Hui Ji, Zuowei Shen, Yufei Zhao:
Multiscale Discrete Framelet Transform for Graph-Structured Signals. Multiscale Model. Simul. 18(3): 1210-1241 (2020) - [i13]Jianfeng Lu, Zuowei Shen, Haizhao Yang, Shijun Zhang:
Deep Network Approximation for Smooth Functions. CoRR abs/2001.03040 (2020) - [i12]Yongqiang Cai, Qianxiao Li, Zuowei Shen:
Optimization in Machine Learning: A Distribution Space Approach. CoRR abs/2004.08620 (2020) - [i11]Zuowei Shen, Haizhao Yang, Shijun Zhang:
Deep Network Approximation with Discrepancy Being Reciprocal of Width to Power of Depth. CoRR abs/2006.12231 (2020) - [i10]Zuowei Shen, Haizhao Yang, Shijun Zhang:
Neural Network Approximation: Three Hidden Layers Are Enough. CoRR abs/2010.14075 (2020)
2010 – 2019
- 2019
- [j53]Zuowei Shen, Haizhao Yang, Shijun Zhang:
Nonlinear approximation via compositions. Neural Networks 119: 74-84 (2019) - [c10]Yongqiang Cai, Qianxiao Li, Zuowei Shen:
A Quantitative Analysis of the Effect of Batch Normalization on Gradient Descent. ICML 2019: 882-890 - [i9]Zuowei Shen, Haizhao Yang, Shijun Zhang:
Nonlinear Approximation via Compositions. CoRR abs/1902.10170 (2019) - [i8]Zuowei Shen, Haizhao Yang, Shijun Zhang:
Deep Network Approximation Characterized by Number of Neurons. CoRR abs/1906.05497 (2019) - [i7]Qianxiao Li, Ting Lin, Zuowei Shen:
Deep Learning via Dynamical Systems: An Approximation Perspective. CoRR abs/1912.10382 (2019) - 2018
- [j52]Jianbin Yang, Guanhua Zhu, Dudu Tong, Lanyuan Lu, Zuowei Shen:
B-spline tight frame based force matching method. J. Comput. Phys. 362: 208-219 (2018) - [j51]Hui Ji, Zuowei Shen, Yufei Zhao:
Digital Gabor filters with MRA structure. Multiscale Model. Simul. 16(1): 452-476 (2018) - [j50]Bin Han, Qingtang Jiang, Zuowei Shen, Xiaosheng Zhuang:
Symmetric canonical quincunx tight framelets with high vanishing moments and smoothness. Math. Comput. 87(309): 347-379 (2018) - [j49]Chenglong Bao, George Barbastathis, Hui Ji, Zuowei Shen, Zhengyun Zhang:
Coherence Retrieval Using Trace Regularization. SIAM J. Imaging Sci. 11(1): 679-706 (2018) - [i6]Yongqiang Cai, Qianxiao Li, Zuowei Shen:
On the Convergence and Robustness of Batch Normalization. CoRR abs/1810.00122 (2018) - 2017
- [j48]Bin Dong, Qingtang Jiang, Zuowei Shen:
Image Restoration: Wavelet Frame Shrinkage, Nonlinear Evolution PDEs, and Beyond. Multiscale Model. Simul. 15(1): 606-660 (2017) - [j47]Bin Dong, Zuowei Shen, Peichu Xie:
Image Restoration: A General Wavelet Frame Based Model and Its Asymptotic Analysis. SIAM J. Math. Anal. 49(1): 421-445 (2017) - 2016
- [j46]Zhitao Fan, Hui Ji, Zuowei Shen:
Dual Gramian analysis: Duality principle and unitary extension principle. Math. Comput. 85(297): 239-270 (2016) - [j45]Chenglong Bao, Hui Ji, Yuhui Quan, Zuowei Shen:
Dictionary Learning for Sparse Coding: Algorithms and Convergence Analysis. IEEE Trans. Pattern Anal. Mach. Intell. 38(7): 1356-1369 (2016) - [j44]Jiulong Liu, Xiaoqun Zhang, Bin Dong, Zuowei Shen, Lixu Gu:
A Wavelet Frame Method with Shape Prior for Ultrasound Video Segmentation. SIAM J. Imaging Sci. 9(2): 495-519 (2016) - [i5]Bin Dong, Zuowei Shen, Peichu Xie:
Image Restoration: A General Wavelet Frame Based Model and Its Asymptotic Analysis. CoRR abs/1602.05332 (2016) - 2015
- [j43]Qingtang Jiang, Zuowei Shen:
Tight wavelet frames in low dimensions with canonical filters. J. Approx. Theory 196: 55-78 (2015) - [j42]Yuhui Quan, Hui Ji, Zuowei Shen:
Data-Driven Multi-scale Non-local Wavelet Frame Construction and Image Recovery. J. Sci. Comput. 63(2): 307-329 (2015) - [i4]Bin Han, Qingtang Jiang, Zuowei Shen, Xiaosheng Zhuang:
Symmetric Canonical Quincunx Tight Framelets with High Vanishing Moments and Smoothness. CoRR abs/1507.07492 (2015) - 2014
- [j41]Hong Jiang, Songqing Zhao, Zuowei Shen, Wei Deng, Paul A. Wilford, Raziel Haimi-Cohen:
Surveillance Video Analysis Using Compressive Sensing With Low Latency. Bell Labs Tech. J. 18(4): 63-74 (2014) - [j40]Zheng Gong, Zuowei Shen, Kim-Chuan Toh:
Image Restoration with Mixed or Unknown Noises. Multiscale Model. Simul. 12(2): 458-487 (2014) - [j39]Ming Li, Zhitao Fan, Hui Ji, Zuowei Shen:
Wavelet Frame Based Algorithm for 3D Reconstruction in Electron Microscopy. SIAM J. Sci. Comput. 36(1) (2014) - [j38]Jian-Feng Cai, Xun Jia, Hao Gao, Steve B. Jiang, Zuowei Shen, Hongkai Zhao:
Cine Cone Beam CT Reconstruction Using Low-Rank Matrix Factorization: Algorithm and a Proof-of-Principle Study. IEEE Trans. Medical Imaging 33(8): 1581-1591 (2014) - [c9]Chenglong Bao, Hui Ji, Yuhui Quan, Zuowei Shen:
L0 Norm Based Dictionary Learning by Proximal Methods with Global Convergence. CVPR 2014: 3858-3865 - 2013
- [j37]Bin Dong, Jia Li, Zuowei Shen:
X-Ray CT Image Reconstruction via Wavelet Frame Based Regularization and Radon Domain Inpainting. J. Sci. Comput. 54(2-3): 333-349 (2013) - [j36]Likun Hou, Hui Ji, Zuowei Shen:
Recovering Over-/Underexposed Regions in Photographs. SIAM J. Imaging Sci. 6(4): 2213-2235 (2013) - [j35]Cheng Tai, Xiaoqun Zhang, Zuowei Shen:
Wavelet Frame Based Multiphase Image Segmentation. SIAM J. Imaging Sci. 6(4): 2521-2546 (2013) - [j34]Zuowei Shen, Zhiqiang Xu:
On B-Spline Framelets Derived from the Unitary Extension Principle. SIAM J. Math. Anal. 45(1): 127-151 (2013) - [c8]Fei Yang, Hong Jiang, Zuowei Shen, Wei Deng, Dimitris N. Metaxas:
Adaptive low rank and sparse decomposition of video using compressive sensing. ICIP 2013: 1016-1020 - [i3]Fei Yang, Hong Jiang, Zuowei Shen, Wei Deng, Dimitris N. Metaxas:
Adaptive low rank and sparse decomposition of video using compressive sensing. CoRR abs/1302.1610 (2013) - [i2]Hong Jiang, Wei Deng, Zuowei Shen:
Surveillance Video Processing Using Compressive Sensing. CoRR abs/1302.1942 (2013) - 2012
- [j33]Jian-Feng Cai, Hui Ji, Chaoqiang Liu, Zuowei Shen:
Framelet-Based Blind Motion Deblurring From a Single Image. IEEE Trans. Image Process. 21(2): 562-572 (2012) - 2011
- [j32]Bin Dong, Zuowei Shen:
Wavelet frame based surface reconstruction from unorganized points. J. Comput. Phys. 230(22): 8247-8255 (2011) - [j31]Zuowei Shen, Kim-Chuan Toh, Sangwoon Yun:
An Accelerated Proximal Gradient Algorithm for Frame-Based Image Restoration via the Balanced Approach. SIAM J. Imaging Sci. 4(2): 573-596 (2011) - [j30]Hui Ji, Si-Bin Huang, Zuowei Shen, Yuhong Xu:
Robust Video Restoration by Joint Sparse and Low Rank Matrix Approximation. SIAM J. Imaging Sci. 4(4): 1122-1142 (2011) - [j29]Bin Han, Gitta Kutyniok, Zuowei Shen:
Adaptive Multiresolution Analysis Structures and Shearlet Systems. SIAM J. Numer. Anal. 49(5): 1921-1946 (2011) - [i1]Zuowei Shen, Zhiqiang Xu:
On B-spline framelets derived from the unitary extension principle. CoRR abs/1112.5771 (2011) - 2010
- [j28]Hui Ji, Zuowei Shen, Yuhong Xu:
Wavelet frame based scene reconstruction from range data. J. Comput. Phys. 229(6): 2093-2108 (2010) - [j27]Jian-Feng Cai, Emmanuel J. Candès, Zuowei Shen:
A Singular Value Thresholding Algorithm for Matrix Completion. SIAM J. Optim. 20(4): 1956-1982 (2010) - [j26]Bin Dong, Aichi Chien, Zuowei Shen, Stanley J. Osher:
A New Multiscale Representation for Shapes and Its Application to Blood Vessel Recovery. SIAM J. Sci. Comput. 32(4): 1724-1739 (2010) - [c7]Hui Ji, Chaoqiang Liu, Zuowei Shen, Yuhong Xu:
Robust video denoising using low rank matrix completion. CVPR 2010: 1791-1798
2000 – 2009
- 2009
- [j25]Jian-Feng Cai, Raymond H. Chan, Lixin Shen, Zuowei Shen:
Convergence analysis of tight framelet approach for missing data recovery. Adv. Comput. Math. 31(1-3): 87-113 (2009) - [j24]Michael J. Johnson, Zuowei Shen, Yuhong Xu:
Scattered data reconstruction by regularization in B-spline and associated wavelet spaces. J. Approx. Theory 159(2): 197-223 (2009) - [j23]Jian-Feng Cai, Hui Ji, Chaoqiang Liu, Zuowei Shen:
Blind motion deblurring using multiple images. J. Comput. Phys. 228(14): 5057-5071 (2009) - [j22]Jian-Feng Cai, Stanley J. Osher, Zuowei Shen:
Split Bregman Methods and Frame Based Image Restoration. Multiscale Model. Simul. 8(2): 337-369 (2009) - [j21]Jian-Feng Cai, Stanley J. Osher, Zuowei Shen:
Linearized Bregman iterations for compressed sensing. Math. Comput. 78(267): 1515-1536 (2009) - [j20]Jian-Feng Cai, Stanley J. Osher, Zuowei Shen:
Convergence of the linearized Bregman iteration for ℓ1-norm minimization. Math. Comput. 78(268): 2127-2136 (2009) - [j19]Jian-Feng Cai, Raymond H. Chan, Lixin Shen, Zuowei Shen:
Simultaneously inpainting in image and transformed domains. Numerische Mathematik 112(4): 509-533 (2009) - [j18]Jian-Feng Cai, Stanley J. Osher, Zuowei Shen:
Linearized Bregman Iterations for Frame-Based Image Deblurring. SIAM J. Imaging Sci. 2(1): 226-252 (2009) - [c6]Jian-Feng Cai, Hui Ji, Chaoqiang Liu, Zuowei Shen:
Blind motion deblurring from a single image using sparse approximation. CVPR 2009: 104-111 - [c5]Jian-Feng Cai, Hui Ji, Chaoqiang Liu, Zuowei Shen:
High-quality curvelet-based motion deblurring from an image pair. CVPR 2009: 1566-1573 - [c4]Herwig Wendt, Patrice Abry, Stéphane Jaffard, Hui Ji, Zuowei Shen:
Wavelet Leader multifractal analysis for texture classification. ICIP 2009: 3829-3832 - 2008
- [j17]Nira Dyn, Kai Hormann, Malcolm A. Sabin, Zuowei Shen:
Polynomial reproduction by symmetric subdivision schemes. J. Approx. Theory 155(1): 28-42 (2008) - [j16]Bin Han, Zuowei Shen:
Compactly Supported Symmetric C∞ Wavelets with Spectral Approximation Order. SIAM J. Math. Anal. 40(3): 905-938 (2008) - [j15]Jian-Feng Cai, Raymond H. Chan, Lixin Shen, Zuowei Shen:
Restoration of Chopped and Nodded Images by Framelets. SIAM J. Sci. Comput. 30(3): 1205-1227 (2008) - 2007
- [j14]Hong Oh Kim, Rae Young Kim, Jae Kun Lim, Zuowei Shen:
A pair of orthogonal frames. J. Approx. Theory 147(2): 196-204 (2007) - [j13]Anwei Chai, Zuowei Shen:
Deconvolution: a wavelet frame approach. Numerische Mathematik 106(4): 529-587 (2007) - 2006
- [j12]Bin Dong, Zuowei Shen:
Construction of biorthogonal wavelets from pseudo-splines. J. Approx. Theory 138(2): 211-231 (2006) - [j11]Bin Han, Zuowei Shen:
Wavelets with Short Support. SIAM J. Math. Anal. 38(2): 530-556 (2006) - [j10]Cho-Chun Cheng, Wen-Liang Hwang, Zuowei Shen, Tao Xia:
Subjective and Objective Comparison of Advanced Motion Compensation Methods for Blocking Artifact Reduction in a 3-D Wavelet Coding System. IEEE Trans. Circuits Syst. Video Technol. 16(9): 1134-1141 (2006) - 2005
- [c3]Raymond H. Chan, Zuowei Shen, Tao Xia:
Resolution enhancement for video clips: tight frame approach. AVSS 2005: 406-410 - [c2]Cho-Chun Cheng, Wen-Liang Hwang, Zuowei Shen, Tao Xia:
Advanced motion compensation techniques for blocking artifacts reduction in 3-D video coding systems. ICIP (3) 2005: 209-212 - [c1]Cho-Chun Cheng, Wen-Liang Hwang, Zuowei Shen, Tao Xia:
A Hybrid Motion Compensated 3-D Video Coding System for Blocking Artifacts Reduction. PCM (1) 2005: 535-546 - 2004
- [j9]Raymond H. Chan, Sherman D. Riemenschneider, Lixin Shen, Zuowei Shen:
High-resolution image reconstruction with displacement errors: A framelet approach. Int. J. Imaging Syst. Technol. 14(3): 91-104 (2004) - 2003
- [j8]Raymond H. Chan, Tony F. Chan, Lixin Shen, Zuowei Shen:
Wavelet Algorithms for High-Resolution Image Reconstruction. SIAM J. Sci. Comput. 24(4): 1408-1432 (2003) - 2001
- [j7]Amos Ron, Zuowei Shen, Kim-Chuan Toh:
Computing the Sobolev Regularity of Refinable Functions by the Arnoldi Method. SIAM J. Matrix Anal. Appl. 23(1): 57-76 (2001) - [j6]Xuming He, Lixin Shen, Zuowei Shen:
A data-adaptive knot selection scheme for fitting splines. IEEE Signal Process. Lett. 8(5): 137-139 (2001) - 2000
- [j5]Rong-Qing Jia, Qingtang Jiang, Zuowei Shen:
Distributional Solutions of Nonhomogeneous Discrete and Continuous Refinement Equations. SIAM J. Math. Anal. 32(2): 420-434 (2000)
1990 – 1999
- 1999
- [j4]Hui Ji, Zuowei Shen:
Compactly supported (bi)orthogonal wavelets generated by interpolatory refinable functions. Adv. Comput. Math. 11(1): 81-104 (1999) - 1998
- [j3]Amos Ron, Zuowei Shen:
Compactly supported tight affine spline frames in L2(Rd). Math. Comput. 67(221): 191-207 (1998) - 1996
- [j2]Wayne Lawton, S. L. Lee, Zuowei Shen:
An algorithm for matrix extension and wavelet construction. Math. Comput. 65(214): 723-737 (1996) - 1995
- [j1]Wayne Lawton, S. L. Lee, Zuowei Shen:
Characterization of compactly supported refinable splines. Adv. Comput. Math. 3(1-2): 137-145 (1995)
Coauthor Index
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