Machine Learning

[1] Multi-view learning for lymph node metastasis prediction using tumor and nodal radiomics in gastric cancer

Jing Yang Peking University Aerospace School of Clinical Medicine Li Wang The University of Texas at Arlington Jiale Qin Zhejiang University Jichen Du Peking University Aerospace School of Clinical Medicine Mingchao Ding Peking University Aerospace School of Clinical Medicine Tianye Niu Shenzhen Bay Laboratory Ren-Cang Li The University of Texas at Arlington

Machine Learning mathscidoc:2309.41005

Physics in Medicine & Biology, 67, 055007, 2022.5
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[2] A generalized image quality improvement strategy of cone-beam CT using multiple spectral CT labels in Pix2pix GAN

Yangkang Jiang Zhejiang University Yibao Zhang Shenzhen Bay Laboratory Chen Luo Peking University Cancer Hospital & Institute Pengfei Yang Zhejiang University Jing Wang Zhejiang University Xiaokun Liang Chinese Academy of Sciences Wei Zhao Beihang University Ren-Cang Li The University of Texas at Arlington Tianye Niu Shenzhen Bay Laboratory

Machine Learning mathscidoc:2309.41004

Physics in Medicine & Biology, 67, 115003, 2022.8
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[3] Maximizing Sum of Coupled Traces with Applications

Li Wang The University of Texas at Arlington Lei-Hong Zhang Soochow University Ren-Cang Li The University of Texas at Arlington

Numerical Analysis and Scientific Computing Numerical Linear Algebra Optimization and Control Machine Learning mathscidoc:2309.41003

Numerische Mathematik, 152, 587-629, 2022.9
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[4] Trace ratio optimization with an application to multi-view learning

Li Wang The University of Texas at Arlington Lei-Hong Zhang Soochow University Ren-Cang Li The University of Texas at Arlington

Numerical Analysis and Scientific Computing Numerical Linear Algebra Optimization and Control Machine Learning mathscidoc:2309.41002

Mathematical Programming, 201, 97-131, 2023.1
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[5] Multi-view Orthonormalized Partial Least Squares: Regularizations and Deep Extensions

Li Wang The University of Texas at Arlington Ren-Cang Li The University of Texas at Arlington Wen-Wei Lin National Chiao Tung University

Numerical Analysis and Scientific Computing Numerical Linear Algebra Optimization and Control Machine Learning mathscidoc:2309.41001

IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 34, (8), 4371-4385, 2023.8
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[6] Identifying knot types of polymer conformations by machine learning

Olafs Vandans City University of Hong Kong Kaiyuan Yang National University of Singapore Zhongtao Wu Chinese University of Hong Kong Liang Dai City University of Hong Kong

Machine Learning mathscidoc:2307.41001

Physical Review E, 101, 2020.2
[ Download ] [ 2023-07-30 15:33:10 uploaded by zbarwu ] [ 347 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[7] Learning Sparse Group Models Through Boolean Relaxation

Yijie Wang Computer Science Department, Indiana University Bloomington Yuan Zhou Yau Mathematical Sciences Center and Department of Mathematical Sciences, Tsinghua University Xiaoqing Huang Department of Biostatistics & Health Data Science, Indiana University Kun Huang Department of Biostatistics & Health Data Science, Indiana University Jie Zhang Department of Medical and Molecular Genetics, Indiana University Jianzhu Ma Institute for AI Industry Research, Tsinghua University

Machine Learning mathscidoc:2302.41003

International Conference on Learning Representations (ICLR), 2023.5
[ Download ] [ 2023-02-27 16:40:04 uploaded by zhouyuan ] [ 896 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[8] Near-Optimal Regret Bounds for Multi-batch Reinforcement Learning

Zihan Zhang Department of Automation, Tsinghua University Yuhang Jiang Department of Automation, Tsinghua University Yuan Zhou Yau Mathematical Sciences Center & Department of Mathematical Sciences, Tsinghua University Xiangyang Ji Department of Automation, Tsinghua University

Machine Learning mathscidoc:2302.41002

Conference on Neural Information Processing Systems (NeurIPS), 2022.12
[ Download ] [ 2023-02-27 16:35:50 uploaded by zhouyuan ] [ 617 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[9] Dynamic Pricing and Inventory Control with Fixed Ordering Cost and Incomplete Demand Information

Boxiao Chen College of Business Administration, University of Illinois at Chicago David Simchi-Levi Institute for Data, Systems and Society, Operations Research Center, Department of Civil and Environmental Engineering, Massachusetts Institute of Technology Yining Wang Warrington College of Business, University of Florida Yuan Zhou Yanqi Lake Beijing Institute of Mathematical Science and Applications

Machine Learning mathscidoc:2302.41001

Management Science, 68, (8), 5684–5703, 2022.8
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[10] Proximal Exploration for Model-guided Protein Sequence Design

Zhizhou Ren Jiahan Li Fan Ding Yuan Zhou Jianzhu Ma Jian Peng

Machine Learning mathscidoc:2210.41002

International Conference on Machine Learning (ICML), 2022.6
[ Download ] [ 2022-10-07 16:27:59 uploaded by zhouyuan ] [ 1036 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[11] Off-Policy Reinforcement Learning with Delayed Rewards

Beining Han Zhizhou Ren Zuofan Wu Yuan Zhou Jian Peng

Machine Learning mathscidoc:2210.41001

International Conference on Machine Learning (ICML), 2022.6
[ Download ] [ 2022-10-07 16:20:24 uploaded by zhouyuan ] [ 718 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[12] Learning with matching in data-generating experiments

Yannis G. Yatracos Yau Mathematical Sciences Center Tsinghua University, Beijing

Machine Learning mathscidoc:2206.41015

2021.6
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[13] Fiducial matching for the approximate posterior: F-ABC

Yannis G. Yatracos Yau Mathematical Sciences Center Tsinghua University; Beijing Institute of Mathematical Sciences and Applications

Machine Learning mathscidoc:2206.41014

2022.6
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[14] Selection of data-generating experiments identifiability and expected P-values

Yannis G. Yatracos Yau Mathematical Sciences Center Tsinghua University, Beijing; Beijing Institute of Mathematical Sciences and Applications

Machine Learning mathscidoc:2206.41013

2022.5
[ Download ] [ 2022-06-21 16:40:30 uploaded by yatracos ] [ 344 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[15] Dynamic Car Dispatching and Pricing: Revenue and Fairness for Ridesharing Platforms

Zishuo Zhao University of Illinois Urbana-Champaign Xi Chen New York University Xuefeng Zhang University of Illinois Urbana-Champaign Yuan Zhou Yau Mathematical Sciences Center, Tsinghua University

Machine Learning mathscidoc:2206.41012

International Joint Conference on Artificial Intelligence (IJCAI), 2022.7
[ Download ] [ 2022-06-18 16:46:21 uploaded by zhouyuan ] [ 589 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[16] Brain-inspired reverse adversarial examples

Shaokai Ye Tsinghua Univerity, China Sia Huat Tan Tsinghua Univerity, China Kaidi Xu Northeastern University, USA Yanzhi Wang Northeastern University, USA Chenglong Bao Tsinghua Univerity, China Kaisheng Ma Tsinghua Univerity, China

Machine Learning mathscidoc:2206.41011

2019.5
[ Download ] [ 2022-06-16 15:57:22 uploaded by Baocl ] [ 188 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[17] Fast sparsity based orthogonal dictionary learning for image restoration

Chenglong Bao Department of Mathematics, National University of Singapore, Singapore,119076 Jian-Feng Cai Department of Mathematics, University of Iowa, Iowa City, IA, USA, 52242 Hui Ji Department of Mathematics, National University of Singapore, Singapore,119076

Machine Learning mathscidoc:2206.41010

ICCV, 2013.4
[ Download ] [ 2022-06-16 15:49:29 uploaded by Baocl ] [ 267 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[18] L0 norm based dictionary learning by proximal methods with global convergence

Chenglong Bao Department of Mathematics, National University of Singapore, Singapore, 119076 Hui Ji Department of Mathematics, National University of Singapore, Singapore, 119076 Yuhui Quan Department of Mathematics, National University of Singapore, Singapore, 119076 Zuowei Shen Department of Mathematics, National University of Singapore, Singapore, 119076

Machine Learning mathscidoc:2206.41009

CVPR, 2014.7
[ Download ] [ 2022-06-16 15:45:50 uploaded by Baocl ] [ 223 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[19] A convergent incoherent dictionary learning algorithm for sparse coding

Chenglong Bao Department of Mathematics, National University of Singapore, Singapore Yuhui Quan Department of Mathematics, National University of Singapore, Singapore Hui Ji Department of Mathematics, National University of Singapore, Singapore

Machine Learning mathscidoc:2206.41008

ECCV, 2014.7
[ Download ] [ 2022-06-16 15:43:33 uploaded by Baocl ] [ 233 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[20] Equiangular kernel dictionary learning with applications to dynamic texture analysis

Yuhui Quan School of Computer Science & Engineering, South China Univ. of Tech., Guangzhou 510006, China; Department of Mathematics, National University of Singapore, Singapore 117542 Chenglong Bao Department of Mathematics, National University of Singapore, Singapore 117542 Hui Ji Department of Mathematics, National University of Singapore, Singapore 117542

Machine Learning mathscidoc:2206.41007

CVPR, 2016.4
[ Download ] [ 2022-06-16 15:36:44 uploaded by Baocl ] [ 263 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[21] Robust Document Distance with Wasserstein-Fisher-Rao Metric

Zihao Wang BNRist, Department of Computer Science and Technology, RIIT, Institute of Internet Industry, Tsinghua University Datong Zhou Department of Mathematical Sciences, Tsinghua University Ming Yang Department of Computer Science and Technology, Tsinghua University Yong Zhang BNRist, Department of Computer Science and Technology, RIIT, Institute of Internet Industry, Tsinghua University Chenglong Bao Yau Mathematical Sciences Center, Tsinghua University Hao Wu Department of Mathematical Sciences, Tsinghua University

Machine Learning mathscidoc:2206.43017

ACML, 2020.11
[ Download ] [ 2022-06-16 15:19:09 uploaded by Baocl ] [ 267 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[22] Light-weight calibrator: a separable component for unsupervised domain adaptation

Shaokai Ye Institute for interdisciplinary information core technology(IIISCT), China Kailu Wu Tsinghua University, China Mu Zhou University of Tsukuba, Japan Yunfei Yang Tsinghua University, China Sia huat Tan Tsinghua University, China Kaidi Xu Northeastern University, USA Jiebo Song Institute for interdisciplinary information core technology(IIISCT), China Chenglong Bao Tsinghua University, China Kaisheng Ma Tsinghua University, China

Machine Learning mathscidoc:2206.41006

CVPR, 2020.6
[ Download ] [ 2022-06-16 15:09:23 uploaded by Baocl ] [ 279 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[23] Auxiliary Training: Towards Accurate and Robust Models

Linfeng Zhang Tsinghua University; Institute for interdisciplinary Information Core Technology Muzhou Yu Institute for interdisciplinary Information Core Technology; Xi’an Jiaotong University Tong Chen Tsinghua University Zuoqiang Shi Tsinghua University Chenglong Bao Tsinghua University Kaisheng Ma Tsinghua University

Machine Learning mathscidoc:2206.41005

CVPR, 2020.4
[ Download ] [ 2022-06-15 22:28:41 uploaded by Baocl ] [ 474 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[24] Interpolation between Residual and Non-Residual Networks

Zonghan Yang Institute for Artificial Intelligence, Beijing National Research Center for Information Science and Technology, Department of Computer Science and Technology, Tsinghua University Yang Liu Institute for Artificial Intelligence, Beijing National Research Center for Information Science and Technology, Department of Computer Science and Technology, Tsinghua University Chenglong Bao Yau Mathematical Sciences Center, Tsinghua University Zuoqiang Shi Department of Mathematical Sciences, Tsinghua University

Machine Learning mathscidoc:2206.41004

ICML, 2020.8
[ Download ] [ 2022-06-15 22:24:10 uploaded by Baocl ] [ 311 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[25] Barzilai–Borwein-based adaptive learning rate for deep learning

Jinxiu Liang South China University of Technology, Guangzhou 510006, China Yong Xu South China University of Technology, Guangzhou 510006, China; Peng Cheng Laboratory, Shenzhen 510852, China Chenglong Bao Tsinghua University, Beijing 100084, China Yuhui Quan South China University of Technology, Guangzhou 510006, China Hui Ji National University of Singapore, Singapore 117543, Singapore

Machine Learning mathscidoc:2206.41003

Pattern Recognition Letters, 128, (1), 197-203, 2019.12
[ Download ] [ 2022-06-13 22:18:43 uploaded by Baocl ] [ 372 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[26] Diffusion Mechanism in Residual Neural Network: Theory and Applications

Tangjun Wang epartment of Mathematical Sciences, Tsinghua University, Beijing 100084, China Zehao Dou Department of Statistics and Data Science, Yale University Chenglong Bao Yau Mathematical Sciences Center, Tsinghua University, Beijing 100084, China, and also with Yanqi Lake Beijing Institute of Mathematical Sciences and Applications, Beijing 101408, Chin Zuoqiang Shi au Mathematical Sciences Center, Tsinghua University, Beijing 100084, China, and also with Yanqi Lake Beijing Institute of Mathematical Sciences and Applications, Beijing 101408, China

Machine Learning mathscidoc:2206.41002

2022.5
[ Download ] [ 2022-06-13 16:53:03 uploaded by Baocl ] [ 333 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[27] A scalable deep learning approach for solving high-dimensional dynamic optimal transport

Wei Wan School of mathematics and physics, North China Electric Power University Yuejin Zhang Department of Mathematical Science, Tsinghua University Chenglong Bao Yau Mathematical Sciences Center, Tsinghua University, and Yaqi Lake Beijing Institute of Mathematical Sciences and Applications Bin Dong Beijing International Center for Mathematical Research, Peking University, and Center for Ma- chine Learning Research, Peking University Zuoqiang Shi Yau Mathematical Sciences Center, Tsinghua University, and Yaqi Lake Beijing Institute of Mathematical Sciences and Applications

Machine Learning mathscidoc:2206.41001

2022.5
[ Download ] [ 2022-06-13 16:46:11 uploaded by Baocl ] [ 315 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[28] On ADMM in Deep Learning: Convergence and Saturation-Avoidance

Jinshan Zeng Jiangxi Normal University Shao-Bo Lin Xi'an Jiaotong University Yuan Yao Hong Kong University of Science and Technology Ding-Xuan Zhou City University of Hong Kong

Machine Learning mathscidoc:2110.41001

Journal of Machine Learning Research, 22, (199), 1-67, 2021.9
[ Download ] [ 2021-10-21 15:27:03 uploaded by JinshanZeng ] [ 902 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[29] ComNet: Combinational Neural Network for Object Detection in UAV-Borne Thermal Images

Minglei Li Xingke Zhao Jiasong Li Liangliang Nan

Information Theory Probability Statistics Theory and Methods Machine Learning Data Analysis Statistics Theory and Methods,Data Analysis mathscidoc:2106.19001

IEEE Transactions on Geoscience and Remote Sensing, 2020.10
[ Download ] [ 2021-06-21 15:30:45 uploaded by liangliangnan ] [ 2105 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[30] A Scalable Algorithm for Large-scale Unsupervised Multi-view Partial Least Squares

Li Wang University of Texas at Arlington Ren-Cang Li University of Texas at Arlington

Numerical Analysis and Scientific Computing Numerical Linear Algebra Optimization and Control Machine Learning mathscidoc:2105.41009

IEEE Transactions on Big Data, 8, (4), 1073-1083, 2022.7
[ Download ] [ 2021-05-07 11:07:10 uploaded by rcli ] [ 601 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[31] A Self-Consistent-Field Iteration for Orthogonal Canonical Correlation Analysis

Lei-Hong Zhang Soochow University Li Wang University of Texas at Arlington Zhaojun Bai University of California, Davis Ren-Cang Li University of Texas at Arlington

Numerical Analysis and Scientific Computing Numerical Linear Algebra Optimization and Control Machine Learning mathscidoc:2105.41008

IEEE Transactions on Pattern Analysis and Machine Intelligence, 44, (2), 890-904, 2022.2
[ Download ] [ 2021-05-07 11:05:21 uploaded by rcli ] [ 573 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[32] Probabilistic Structure Learning for EEG/MEG Source Imaging with Hierarchical Graph Prior

Feng Liu fliu22@stevens.edu Li Wang University of Texas at Arlington Yifei Lou University of Texas at Dallas Ren-Cang Li University of Texas at Arlington Patrick L. Purdon Harvard Medical School

Numerical Analysis and Scientific Computing Optimization and Control Machine Learning mathscidoc:2105.41007

IEEE Transactions on Medical Imaging, 40, (1), 321-334, 2021.4
[ Download ] [ 2021-05-07 10:30:16 uploaded by rcli ] [ 443 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[33] Orthogonal Canonical Correlation Analysis and Applications

Li Wang University of Texas at Arlington Lei-Hong Zhang Soochow University Zhaojun Bai University of California, Davis Ren-Cang Li University of Texas at Arlington

Machine Learning mathscidoc:2105.41006

Optimization Methods and Software, 35, (4), 1098-1112, 2020.6
[ Download ] [ 2021-05-07 10:24:13 uploaded by rcli ] [ 568 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[34] Learning Low-dimensional Latent Graph Structures: A Density Estimation Approach

Li Wang University of Texas at Arlington Ren-Cang Li University of Texas at Arlington

Machine Learning mathscidoc:2105.41005

IEEE Transactions on Neural Networks and Learning Systems, 31, (4), 1098-1112, 2020.3
[ Download ] [ 2021-05-07 10:15:45 uploaded by rcli ] [ 928 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[35] Autoreservoir computing for multistep ahead prediction based on the spatiotemporal information transformation

Pei Chen South China University of Technology Rui Liu South China University of Technology Kazuyuki Aihara The University of Tokyo Luonan Chen Chinese Academy of Sciences

Machine Learning mathscidoc:2103.41001

Nature Communications, 11, (4568), 2020.9
[ Download ] [ 2021-03-23 10:33:26 uploaded by leoraymath ] [ 509 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[36] Unique Sharp Local Minimum in L1-minimization Complete Dictionary Learning

Yu Wang UC Berkeley Siqi Wu Citadel Bin Yu UC Berkeley

Machine Learning mathscidoc:2004.41003

JMLR, 21, (63), 2020
[ Download ] [ 2020-04-28 02:06:46 uploaded by shifwang ] [ 708 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[37] Distributed Non-Convex First-Order Optimization and Information Processing: Lower Complexity Bounds and Rate Optimal Algorithms

Haoran Sun University of Minnesota Mingyi Hong University of Minnesota

Optimization and Control Machine Learning mathscidoc:2004.27017

IEEE Transactions on Signal Processing, 67, (22), 5912-5928, 2019.9
[ Download ] [ 2020-04-27 13:17:09 uploaded by sunhr ] [ 745 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[38] On Global Linear Convergence in Stochastic Nonconvex Optimization for Semidefinite Programming

Jinshan Zeng Jiangxi Normal University Ke Ma Institute of Information Engineering, Chinese Academy of Sciences Yuan Yao Hong Kong University of Science and Technology

Machine Learning mathscidoc:2004.41002

Distinguished Paper Award in 2020

IEEE TRANSACTIONS ON SIGNAL PROCESSING, 67, (16), 4261-4275, 2019.8
[ Download ] [ 2020-04-27 09:53:32 uploaded by JinshanZeng ] [ 984 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[39] Transport information geometry I: Riemannian calculus on probability simplex

Wuchen Li UCLA

Differential Geometry Information Theory Mathematical Physics Machine Learning mathscidoc:2004.19001

arXiv:1803.06360, 2018.3
[ Download ] [ 2020-04-27 01:36:35 uploaded by lwc2017 ] [ 920 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[40] Ricci curvature for parametric statistics via optimal transport

Wuchen Li UCLA Guido Montufar UCLA

Differential Geometry Information Theory Machine Learning mathscidoc:2004.41001

Information geometry, 2020.1
[ Download ] [ 2020-04-27 01:31:01 uploaded by lwc2017 ] [ 700 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[41] Robust high dimensional factor models with applications to statistical machine learning

Jianqing Fan Kaizheng Wang Yiqiao Zhong Ziwei Zhu

Machine Learning mathscidoc:1912.43399

arXiv preprint arXiv:1808.03889, 2018.8
[ Download ] [ 2019-12-21 11:42:03 uploaded by Jianqing_Fan ] [ 852 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[42] Financial Signal Processing and Machine Learning

Ali N Akansu Jianqing Fan Dmitry M Malioutov

Machine Learning mathscidoc:1912.43395

2016.5
[ Download ] [ 2019-12-21 11:41:44 uploaded by Jianqing_Fan ] [ 1120 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[43] Entrywise eigenvector analysis of random matrices with low expected rank

Emmanuel Abbe Jianqing Fan Kaizheng Wang Yiqiao Zhong

Machine Learning mathscidoc:1912.43331

arXiv preprint arXiv:1709.09565, 2017.9
[ Download ] [ 2019-12-21 11:37:44 uploaded by Jianqing_Fan ] [ 728 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[44] Deep Mean Field Theory: Layerwise Variance and Width Variation as Methods to Control Gradient Explosion

Greg Yang Sam S Schoenholz

Machine Learning mathscidoc:1912.43159

2018.2
[ Download ] [ 2019-12-21 11:26:38 uploaded by Greg_Yang ] [ 523 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[45] Lie access neural Turing machine

Greg Yang

Machine Learning mathscidoc:1912.43158

arXiv preprint arXiv:1602.08671, 2016.2
[ Download ] [ 2019-12-21 11:26:33 uploaded by Greg_Yang ] [ 527 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[46] Mean Field Residual Networks: On the Edge of Chaos

Greg Yang Samuel Schoenholz

Machine Learning mathscidoc:1912.43157

7103-7114, 2017
[ Download ] [ 2019-12-21 11:26:31 uploaded by Greg_Yang ] [ 422 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[47] A smoothed NR neural network for solving nonlinear convex programs with second-order cone constraints

Xinhe Miao Jein-Shan Chen Chun-Hsu Ko

Machine Learning mathscidoc:1910.43906

Information Sciences, 268, 255-270, 2014.6
[ Download ] [ 2019-10-20 22:43:15 uploaded by Jein_Shan_Chen ] [ 469 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[48] Recurrent neural networks for solving second-order cone programs

Chun-Hsu Ko Jein-Shan Chen Ching-Yu Yang

Machine Learning mathscidoc:1910.43881

Neurocomputing, 74, (17), 3646-3653, 2011.10
[ Download ] [ 2019-10-20 22:35:57 uploaded by Jein_Shan_Chen ] [ 388 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[49] Ranking-Preserving Cross-Source Learning for Image Retargeting Quality Assessment

Yong-Jin Liu Tsinghua University Yiheng Han Tsinghua University Zipeng Ye Tsinghua University Yu-Kun Lai Cardiff University

Machine Learning mathscidoc:1908.41001

IEEE Transactions on Pattern Analysis and Machine Intelligence, 2019
[ Download ] [ 2019-08-27 19:34:25 uploaded by liuyongjin ] [ 503 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[50] On the diffusion approximation of nonconvex stochastic gradient descent,

Wenqing Hu Chris Junchi Li Lei Li Jian-Guo Liu

Machine Learning mathscidoc:1905.43011

Annals of Mathematical Sciences and Applications, 4, (1), 3-32, 2017
[ Download ] [ 2019-05-11 23:26:01 uploaded by jianguo ] [ 530 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[51] A geometric view of optimal transportation and generative model

Na Lei Dalian University of Technology Kehua Su Wuhan University Li Cui Beijing Normal University Shing-Tung Yau Harvard University Xianfeng Gu Stony Brook University

Computational Geometry Convex and Discrete Geometry Machine Learning TBD mathscidoc:1905.09001

Computer Aided Geometric Design, 68, 1-21, 2019.1
[ Download ] [ 2019-05-04 22:18:06 uploaded by ranier ] [ 1983 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[52] Towards Ultrahigh Dimensional Feature Selection for Big Data

Mingkui Tan South China University of Technology Ivor W. Tsang University of Technology Sydney Li Wang University of Texas at Arlington

Numerical Analysis and Scientific Computing Machine Learning mathscidoc:1904.25012

Best Paper Award in 2019

Journal of Machine Learning Research, 15, 59, 2014
[ Download ] [ 2019-04-27 03:23:44 uploaded by liwangucsd ] [ 993 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[53] Constructive Neural Network Learning

Shaobo Lin Wenzhou University Jinshan Zeng Jiangxi Normal University Xiaoqin Zhang Wenzhou University

Machine Learning mathscidoc:1903.41001

IEEE Transactions on Cybernetics, 49, (1), 2019.1
[ Download ] [ 2019-03-19 20:25:11 uploaded by JinshanZeng ] [ 764 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[54] Detecting and Removing Visual Distractors for Video Aesthetic Enhancement

Fang-Lue Zhang Victoria University of Wellington Xian Wu Tsinghua University Rui-Long Li Tsinghua University Jue Wang Facc++ Zhao-Heng Zheng University of Michigan Shi-Min Hu Tsinghua University

Machine Learning mathscidoc:1808.41001

IEEE Transactions on Multimedia, 20, (8), 1987 - 1999, 2018.8
[ Download ] [ 2018-08-17 21:26:47 uploaded by shimin ] [ 525 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[55] Deep Neural Networks with Data Dependent Implicit Activation Function

Bao Wang UCLA Xiyang Luo UCLA Zhen Li Tsinghua University Wei Zhu Duke University Zuoqiang Shi Tsinghua University Stanley Osher UCLA

Machine Learning mathscidoc:1803.41001

[ Download ] [ 2018-03-20 20:27:32 uploaded by shizqi ] [ 780 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[56] New region force for variational models in image segmentation and high dimensional data clustering

Ke Wei University of California, Davis Ke Yin Huazhong University of Science and Technology Xue-Cheng Tai University of Bergen, Norway Tony F. Chan Hong Kong University of Science and Technology

Machine Learning mathscidoc:1704.41001

[ Download ] [ 2017-04-26 23:54:13 uploaded by inkyinke ] [ 1272 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[57] Coordinate-friendly structures, algorithms and applications

Zhimin Peng UCLA Tianyu Wu UCLA Yangyang Xu University of Alabama Ming Yan Michigan State University Wotao Yin UCLA

Numerical Analysis and Scientific Computing Optimization and Control Machine Learning mathscidoc:1703.25025

Annals of Mathematical Sciences and Applications, 1, (1), 57 – 119, 2016
[ Download ] [ 2017-03-14 10:03:19 uploaded by mingyan08 ] [ 1099 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[58] ARock: an Algorithmic Framework for Asynchronous Parallel Coordinate Updates

Zhimin Peng UCLA Yangyang Xu University of Alabama Ming Yan Michigan State University Wotao Yin UCLA

Numerical Analysis and Scientific Computing Optimization and Control Machine Learning mathscidoc:1703.25022

SIAM Journal on Scientific Computing, 38, (5), A2851-A2879, 2016
[ Download ] [ 2017-03-14 09:40:35 uploaded by yangyangxu ] [ 1144 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[59] Block stochastic gradient iteration for convex and nonconvex optimization

Yangyang Xu University of Alabama Wotao Yin UCLA

Optimization and Control Machine Learning mathscidoc:1703.27001

SIAM Journal on Optimization, 25, (3), 1686-1716, 2015
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