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 ] [ 108 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 ] [ 135 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 ] [ 177 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 ] [ 119 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 ] [ 105 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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