Faculty Profile - Guibo YE | The Hong Kong University of Science and Technology

Guibo YE
葉桂波

PhD in Applied Mathematics
Fudan University, 2007

Lecturer I
Department of Mathematics

ORCID

0000-0001-5660-4338

Scopus ID

36613885100

Research Interest

Statistical machine learning
Image processing
Optimization
Approximation theory

Publications

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

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

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

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

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

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

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

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

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

No Publications

Teaching Assignment

MATH3322	Matrix Computation
MATH4335	Introduction to Optimization
UROP1100O	Undergraduate Research Opportunities Series 1
UROP2100O	Undergraduate Research Opportunities Series 2

MATH2111	Matrix Algebra and Applications
MATH3332	Data Analytic Tools
UROP1100N	Undergraduate Research Opportunities Series 1

UROP1100M

Undergraduate Research Opportunities Series 1

MATH2411	Applied Statistics
MATH3322	Matrix Computation

No Teaching Assignments

Research Interest

Publications

2016 1

2014 1

2013 1

2012 1

2011 3

2008 1

2007 1

Conference paper 1

Article 1

Article 1

Article 1

Article 2

Conference paper 1

Article 1

Article 1

2016 1

2014 1

2013 1

2012 1

2011 3

2008 1

2007 1

Teaching Assignment

Projects

From January 2023 to December 2025

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