Machine Learning

[1] 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 ] [ 27 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[2] 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 ] [ 24 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[3] 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

IEEE TRANSACTIONS ON SIGNAL PROCESSING, 67, (16), 4261-4275, 2019.8
[ Download ] [ 2020-04-27 09:53:32 uploaded by JinshanZeng ] [ 23 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[4] 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 ] [ 17 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[5] 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 ] [ 13 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[6] 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 ] [ 20 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[7] 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 ] [ 23 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[8] 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 ] [ 21 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[9] 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 ] [ 7 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[10] 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 ] [ 9 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[11] 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 ] [ 20 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[12] 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 ] [ 47 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[13] 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 ] [ 28 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[14] 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 ] [ 57 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[15] 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 ] [ 86 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[16] 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 ] [ 474 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[17] 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

Journal of Machine Learning Research, 15, 59, 2014
[ Download ] [ 2019-04-27 03:23:44 uploaded by liwangucsd ] [ 131 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[18] 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 ] [ 81 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[19] 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 ] [ 120 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[20] 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 ] [ 280 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[21] 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 ] [ 707 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[22] 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 ] [ 390 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[23] 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 ] [ 365 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[24] 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
[ Download ] [ 2017-03-14 09:23:24 uploaded by yangyangxu ] [ 454 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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