Machine Learning

[1] 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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[2] 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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[3] 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 ] [ 25 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[4] 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

IJCAI, 2022.7
[ Download ] [ 2022-06-18 16:46:21 uploaded by zhouyuan ] [ 103 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[5] 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 ] [ 30 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[6] 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 ] [ 14 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[7] 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 ] [ 15 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[8] 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 ] [ 13 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[9] 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
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[10] 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 ] [ 22 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[11] 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 ] [ 12 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[12] 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 ] [ 21 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[13] 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
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[14] 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
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[15] 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 ] [ 40 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[16] 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 ] [ 31 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[17] 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 ] [ 203 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[18] 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 ] [ 301 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[19] 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

Machine Learning mathscidoc:2105.41009

IEEE Transactions on Big Data, 2021
[ Download ] [ 2021-05-07 11:07:10 uploaded by rcli ] [ 256 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[20] 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

Machine Learning mathscidoc:2105.41008

IEEE Transactions on Pattern Analysis and Machine Intelligence, 2021
[ Download ] [ 2021-05-07 11:05:21 uploaded by rcli ] [ 216 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[21] 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

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 ] [ 135 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[22] 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 ] [ 260 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[23] 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 ] [ 167 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[24] 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 ] [ 199 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[25] 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 ] [ 429 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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