Machine Learning

[31] A Self-Consistent-Field Iteration for Orthogonal Canonical Correlation Analysis

Lei-Hong Zhang Soochow University Li Wang University of Texas at Arlington Zhaojun Bai University of California, Davis Ren-Cang Li University of Texas at Arlington

Numerical Analysis and Scientific Computing Numerical Linear Algebra Optimization and Control Machine Learning mathscidoc:2105.41008

IEEE Transactions on Pattern Analysis and Machine Intelligence, 44, (2), 890-904, 2022.2
[ Download ] [ 2021-05-07 11:05:21 uploaded by rcli ] [ 750 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[32] Probabilistic Structure Learning for EEG/MEG Source Imaging with Hierarchical Graph Prior

Feng Liu fliu22@stevens.edu Li Wang University of Texas at Arlington Yifei Lou University of Texas at Dallas Ren-Cang Li University of Texas at Arlington Patrick L. Purdon Harvard Medical School

Numerical Analysis and Scientific Computing Optimization and Control Machine Learning mathscidoc:2105.41007

IEEE Transactions on Medical Imaging, 40, (1), 321-334, 2021.4
[ Download ] [ 2021-05-07 10:30:16 uploaded by rcli ] [ 585 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[33] Orthogonal Canonical Correlation Analysis and Applications

Li Wang University of Texas at Arlington Lei-Hong Zhang Soochow University Zhaojun Bai University of California, Davis Ren-Cang Li University of Texas at Arlington

Machine Learning mathscidoc:2105.41006

Optimization Methods and Software, 35, (4), 1098-1112, 2020.6
[ Download ] [ 2021-05-07 10:24:13 uploaded by rcli ] [ 733 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[34] Learning Low-dimensional Latent Graph Structures: A Density Estimation Approach

Li Wang University of Texas at Arlington Ren-Cang Li University of Texas at Arlington

Machine Learning mathscidoc:2105.41005

IEEE Transactions on Neural Networks and Learning Systems, 31, (4), 1098-1112, 2020.3
[ Download ] [ 2021-05-07 10:15:45 uploaded by rcli ] [ 1117 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[35] Autoreservoir computing for multistep ahead prediction based on the spatiotemporal information transformation

Pei Chen South China University of Technology Rui Liu South China University of Technology Kazuyuki Aihara The University of Tokyo Luonan Chen Chinese Academy of Sciences

Machine Learning mathscidoc:2103.41001

Nature Communications, 11, (4568), 2020.9
[ Download ] [ 2021-03-23 10:33:26 uploaded by leoraymath ] [ 701 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[36] 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 ] [ 884 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[37] 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 ] [ 1275 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[38] 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 ] [ 1222 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[39] 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 ] [ 1111 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[40] 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 ] [ 910 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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