Machine Learning

[11] 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 ] [ 456 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[12] 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

Best Paper Award in 2019

Journal of Machine Learning Research, 15, 59, 2014
[ Download ] [ 2019-04-27 03:23:44 uploaded by liwangucsd ] [ 400 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[13] 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 ] [ 400 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[14] 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 ] [ 379 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[15] 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 ] [ 376 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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