Machine Learning

[7] 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 ] [ 935 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[8] 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 ] [ 910 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[9] 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 ] [ 838 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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