Mathematics

[1091] 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 ] [ 1092 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[1092] 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 ] [ 1740 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[1093] 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 ] [ 1410 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[1094] Tight Coefficients of Averaged Operators via Scaled Relative Graph

Xinmeng Huang University of Science and Technology of China Ernest K. Ryu University of California, Los Angeles Wotao Yin University of California, Los Angeles

Optimization and Control mathscidoc:2004.27016

Journal of Mathematical Analysis and Applications, 2020.5
[ Download ] [ 2020-04-27 08:50:35 uploaded by Xinmeng ] [ 985 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[1095] A Machine Learning Framework for Solving High-Dimensional Mean Field Game and Mean Field Control Problems

Lars Ruthotto Emory university Stanley Osher UCLA Wuchen Li UCLA Levon Nurbekyan UCLA Samy Wu Fung UCLA

Numerical Analysis and Scientific Computing mathscidoc:2004.25003

PNAS, 2020.4
[ Download ] [ 2020-04-27 02:04:21 uploaded by lwc2017 ] [ 1219 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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