Machine Learning

[1] A geometric view of optimal transportation and generative model

Na Lei Dalian University of Technology Kehua Su Wuhan University Li Cui Beijing Normal University Shing-Tung Yau Harvard University Xianfeng Gu Stony Brook University

Computational Geometry Convex and Discrete Geometry Machine Learning TBD mathscidoc:1905.09001

Computer Aided Geometric Design, 68, 1-21, 2019.1
[ Download ] [ 2019-05-04 22:18:06 uploaded by ranier ] [ 1415 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
Please log in for comment!
 

[2] New region force for variational models in image segmentation and high dimensional data clustering

Ke Wei University of California, Davis Ke Yin Huazhong University of Science and Technology Xue-Cheng Tai University of Bergen, Norway Tony F. Chan Hong Kong University of Science and Technology

Machine Learning mathscidoc:1704.41001

[ Download ] [ 2017-04-26 23:54:13 uploaded by inkyinke ] [ 1008 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
Please log in for comment!
 

[3] 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 ] [ 724 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
Please log in for comment!
 

[4] ARock: an Algorithmic Framework for Asynchronous Parallel Coordinate Updates

Zhimin Peng UCLA Yangyang Xu University of Alabama Ming Yan Michigan State University Wotao Yin UCLA

Numerical Analysis and Scientific Computing Optimization and Control Machine Learning mathscidoc:1703.25022

SIAM Journal on Scientific Computing, 38, (5), A2851-A2879, 2016
[ Download ] [ 2017-03-14 09:40:35 uploaded by yangyangxu ] [ 705 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
Please log in for comment!
 

[5] Coordinate-friendly structures, algorithms and applications

Zhimin Peng UCLA Tianyu Wu UCLA Yangyang Xu University of Alabama Ming Yan Michigan State University Wotao Yin UCLA

Numerical Analysis and Scientific Computing Optimization and Control Machine Learning mathscidoc:1703.25025

Annals of Mathematical Sciences and Applications, 1, (1), 57 – 119, 2016
[ Download ] [ 2017-03-14 10:03:19 uploaded by mingyan08 ] [ 680 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
Please log in for comment!
 

[6] 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 ] [ 644 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
Please log in for comment!
 

[7] Financial Signal Processing and Machine Learning

Ali N Akansu Jianqing Fan Dmitry M Malioutov

Machine Learning mathscidoc:1912.43395

2016.5
[ Download ] [ 2019-12-21 11:41:44 uploaded by Jianqing_Fan ] [ 606 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
Please log in for comment!
 

[8] 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 ] [ 585 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
Please log in for comment!
 

[9] Deep Neural Networks with Data Dependent Implicit Activation Function

Bao Wang UCLA Xiyang Luo UCLA Zhen Li Tsinghua University Wei Zhu Duke University Zuoqiang Shi Tsinghua University Stanley Osher UCLA

Machine Learning mathscidoc:1803.41001

[ Download ] [ 2018-03-20 20:27:32 uploaded by shizqi ] [ 575 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
Please log in for comment!
 

[10] Constructive Neural Network Learning

Shaobo Lin Wenzhou University Jinshan Zeng Jiangxi Normal University Xiaoqin Zhang Wenzhou University

Machine Learning mathscidoc:1903.41001

IEEE Transactions on Cybernetics, 49, (1), 2019.1
[ Download ] [ 2019-03-19 20:25:11 uploaded by JinshanZeng ] [ 505 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
Please log in for comment!
 

[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 ] [ 454 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
Please log in for comment!
 

[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 ] [ 399 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
Please log in for comment!
 

[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 ] [ 398 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
Please log in for comment!
 

[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 ] [ 378 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
Please log in for comment!
 

[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 ] [ 375 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
Please log in for comment!
 

[16] ComNet: Combinational Neural Network for Object Detection in UAV-Borne Thermal Images

Minglei Li Xingke Zhao Jiasong Li Liangliang Nan

Information Theory Probability Statistics Theory and Methods Machine Learning Data Analysis Statistics Theory and Methods,Data Analysis mathscidoc:2106.19001

IEEE Transactions on Geoscience and Remote Sensing, 2020.10
[ Download ] [ 2021-06-21 15:30:45 uploaded by liangliangnan ] [ 334 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
Please log in for comment!
 

[17] On the diffusion approximation of nonconvex stochastic gradient descent,

Wenqing Hu Chris Junchi Li Lei Li Jian-Guo Liu

Machine Learning mathscidoc:1905.43011

Annals of Mathematical Sciences and Applications, 4, (1), 3-32, 2017
[ Download ] [ 2019-05-11 23:26:01 uploaded by jianguo ] [ 321 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
Please log in for comment!
 

[18] Lie access neural Turing machine

Greg Yang

Machine Learning mathscidoc:1912.43158

arXiv preprint arXiv:1602.08671, 2016.2
[ Download ] [ 2019-12-21 11:26:33 uploaded by Greg_Yang ] [ 298 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
Please log in for comment!
 

[19] Entrywise eigenvector analysis of random matrices with low expected rank

Emmanuel Abbe Jianqing Fan Kaizheng Wang Yiqiao Zhong

Machine Learning mathscidoc:1912.43331

arXiv preprint arXiv:1709.09565, 2017.9
[ Download ] [ 2019-12-21 11:37:44 uploaded by Jianqing_Fan ] [ 290 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
Please log in for comment!
 

[20] Detecting and Removing Visual Distractors for Video Aesthetic Enhancement

Fang-Lue Zhang Victoria University of Wellington Xian Wu Tsinghua University Rui-Long Li Tsinghua University Jue Wang Facc++ Zhao-Heng Zheng University of Michigan Shi-Min Hu Tsinghua University

Machine Learning mathscidoc:1808.41001

IEEE Transactions on Multimedia, 20, (8), 1987 - 1999, 2018.8
[ Download ] [ 2018-08-17 21:26:47 uploaded by shimin ] [ 281 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
Please log in for comment!
 

[21] 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 ] [ 275 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
Please log in for comment!
 

[22] Ranking-Preserving Cross-Source Learning for Image Retargeting Quality Assessment

Yong-Jin Liu Tsinghua University Yiheng Han Tsinghua University Zipeng Ye Tsinghua University Yu-Kun Lai Cardiff University

Machine Learning mathscidoc:1908.41001

IEEE Transactions on Pattern Analysis and Machine Intelligence, 2019
[ Download ] [ 2019-08-27 19:34:25 uploaded by liuyongjin ] [ 271 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
Please log in for comment!
 

[23] A Scalable Algorithm for Large-scale Unsupervised Multi-view Partial Least Squares

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

Machine Learning mathscidoc:2105.41009

IEEE Transactions on Big Data, 2021
[ Download ] [ 2021-05-07 11:07:10 uploaded by rcli ] [ 271 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
Please log in for comment!
 

[24] A smoothed NR neural network for solving nonlinear convex programs with second-order cone constraints

Xinhe Miao Jein-Shan Chen Chun-Hsu Ko

Machine Learning mathscidoc:1910.43906

Information Sciences, 268, 255-270, 2014.6
[ Download ] [ 2019-10-20 22:43:15 uploaded by Jein_Shan_Chen ] [ 253 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
Please log in for comment!
 

[25] Mean Field Residual Networks: On the Edge of Chaos

Greg Yang Samuel Schoenholz

Machine Learning mathscidoc:1912.43157

7103-7114, 2017
[ Download ] [ 2019-12-21 11:26:31 uploaded by Greg_Yang ] [ 253 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
Please log in for comment!
 

Show all 3 5 10 25 papers per page.
Sort by time views
 
Contact us: office-iccm@tsinghua.edu.cn | Copyright Reserved