Guibo YE
叶桂波
PhD in Applied Mathematics
Fudan University, 2007

Lecturer I
Department of Mathematics



(852) 3469 2615
magbye@ust.hk
Room 3419
Personal Web

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ORCID
0000-0001-5660-4338

Scopus ID
36613885100




Research Interest Publications Teaching Assignment Space used




Research Interest

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Statistical machine learning
Image processing
Optimization
Approximation theory



Publications

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All Years 9 2022 0 2021 0 2020 0 2019 0 2018 0 2017 0 2016 9

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2016 1

Robust Recovery of Complex Exponential Signals from Random Gaussian Projections via Low Rank Hankel Matrix Reconstruction
Applied and Computational Harmonic Analysis, v. 41, (2), September 2016, p. 470-490
Cai, Jianfeng; Qu, Xiaobo; Xu, Weiyu; Ye, Guibo Conference paper

2014 1

Data-driven tight frame construction and image denoising
Applied and Computational Harmonic Analysis, v. 37, (1), July 2014, p. 89-105
Cai, Jianfeng; Ji, Hui; Shen, Zuowei; Ye, Guibo Article

2013 1

Low-rank regularization for learning gene expression programs
PLoS ONE, v. 8, (12), December 2013, article number e82146
Ye, Guibo; Tang, Mengfan; Cai, Jianfeng; Nie, Qing; Xie, Xiaohui Article

2012 1

Learning sparse gradients for variable selection and dimension reduction
Machine Learning, v. 87, (3), June 2012, p. 303-355
Ye, Guibo; Xie, Xiaohui Article

2011 3

Approximation of frame based missing data recovery
Applied and Computational Harmonic Analysis, v. 31, (2), September 2011, p. 185-204
Cai, Jian-Feng; Shen, Zuowei; Ye, Guibo Article
Split Bregman method for large scale fused Lasso
Computational Statistics and Data Analysis, v. 55, (4), April 2011, p. 1552-1569
Ye, Guibo; Xie, Xiaohui Article
Efficient variable selection in support vector machines via the alternating direction method of multipliers
Proceedings of Machine Learning Research, v. 15, April 2011, p. 832-840
Ye, Guibo; Chen, Yifei; Xie, Xiaohui Conference paper

2008 1

Learning and approximation by Gaussians on Riemannian manifolds
Advances in Computational Mathematics, v. 29, (3), October 2008, p. 291-310
Ye, Guibo; Zhou, Ding-Xuan Article

2007 1

Fully online classification by regularization
Applied and Computational Harmonic Analysis, v. 23, (2), September 2007, p. 198-214
Ye, Guibo; Zhou, Ding-Xuan Article


Expand All Collapse All


Conference paper 1

Robust Recovery of Complex Exponential Signals from Random Gaussian Projections via Low Rank Hankel Matrix Reconstruction
Applied and Computational Harmonic Analysis, v. 41, (2), September 2016, p. 470-490
Cai, Jianfeng; Qu, Xiaobo; Xu, Weiyu; Ye, Guibo


Expand All Collapse All


Article 1

Data-driven tight frame construction and image denoising
Applied and Computational Harmonic Analysis, v. 37, (1), July 2014, p. 89-105
Cai, Jianfeng; Ji, Hui; Shen, Zuowei; Ye, Guibo


Expand All Collapse All


Article 1

Low-rank regularization for learning gene expression programs
PLoS ONE, v. 8, (12), December 2013, article number e82146
Ye, Guibo; Tang, Mengfan; Cai, Jianfeng; Nie, Qing; Xie, Xiaohui


Expand All Collapse All


Article 1

Learning sparse gradients for variable selection and dimension reduction
Machine Learning, v. 87, (3), June 2012, p. 303-355
Ye, Guibo; Xie, Xiaohui


Expand All Collapse All


Article 2

Approximation of frame based missing data recovery
Applied and Computational Harmonic Analysis, v. 31, (2), September 2011, p. 185-204
Cai, Jian-Feng; Shen, Zuowei; Ye, Guibo
Split Bregman method for large scale fused Lasso
Computational Statistics and Data Analysis, v. 55, (4), April 2011, p. 1552-1569
Ye, Guibo; Xie, Xiaohui

Conference paper 1

Efficient variable selection in support vector machines via the alternating direction method of multipliers
Proceedings of Machine Learning Research, v. 15, April 2011, p. 832-840
Ye, Guibo; Chen, Yifei; Xie, Xiaohui


Expand All Collapse All


Article 1

Learning and approximation by Gaussians on Riemannian manifolds
Advances in Computational Mathematics, v. 29, (3), October 2008, p. 291-310
Ye, Guibo; Zhou, Ding-Xuan


Expand All Collapse All


Article 1

Fully online classification by regularization
Applied and Computational Harmonic Analysis, v. 23, (2), September 2007, p. 198-214
Ye, Guibo; Zhou, Ding-Xuan


Expand All Collapse All


2016 1

Robust Recovery of Complex Exponential Signals from Random Gaussian Projections via Low Rank Hankel Matrix Reconstruction
Applied and Computational Harmonic Analysis, v. 41, (2), September 2016, p. 470-490
Cai, Jianfeng; Qu, Xiaobo; Xu, Weiyu; Ye, Guibo Conference paper

2014 1

Data-driven tight frame construction and image denoising
Applied and Computational Harmonic Analysis, v. 37, (1), July 2014, p. 89-105
Cai, Jianfeng; Ji, Hui; Shen, Zuowei; Ye, Guibo Article

2013 1

Low-rank regularization for learning gene expression programs
PLoS ONE, v. 8, (12), December 2013, article number e82146
Ye, Guibo; Tang, Mengfan; Cai, Jianfeng; Nie, Qing; Xie, Xiaohui Article

2012 1

Learning sparse gradients for variable selection and dimension reduction
Machine Learning, v. 87, (3), June 2012, p. 303-355
Ye, Guibo; Xie, Xiaohui Article

2011 3

Approximation of frame based missing data recovery
Applied and Computational Harmonic Analysis, v. 31, (2), September 2011, p. 185-204
Cai, Jian-Feng; Shen, Zuowei; Ye, Guibo Article
Split Bregman method for large scale fused Lasso
Computational Statistics and Data Analysis, v. 55, (4), April 2011, p. 1552-1569
Ye, Guibo; Xie, Xiaohui Article
Efficient variable selection in support vector machines via the alternating direction method of multipliers
Proceedings of Machine Learning Research, v. 15, April 2011, p. 832-840
Ye, Guibo; Chen, Yifei; Xie, Xiaohui Conference paper

2008 1

Learning and approximation by Gaussians on Riemannian manifolds
Advances in Computational Mathematics, v. 29, (3), October 2008, p. 291-310
Ye, Guibo; Zhou, Ding-Xuan Article

2007 1

Fully online classification by regularization
Applied and Computational Harmonic Analysis, v. 23, (2), September 2007, p. 198-214
Ye, Guibo; Zhou, Ding-Xuan Article


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Teaching Assignment

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2021-22 Winter 0 2021-22 Fall 1 2020-21 Summer 0 2020-21 Spring 1 2020-21 Winter 0 2020-21 Fall 1

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MATH2111 Matrix Algebra and Applications


MATH1014 Calculus II


MATH2111 Matrix Algebra and Applications


No Teaching Assignments


No Teaching Assignments


No Teaching Assignments









ProjectsFrom January 2020 to December 2022

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