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 ] [ 35 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 ] [ 29 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 ] [ 35 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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