Faculty Profiles - YE Guibo | 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

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

ORCID

0000-0001-5660-4338

Scopus ID

36613885100

Research Interest Publications Teaching Assignment Space used

Research Interest

Statistical machine learning
Image processing
Optimization
Approximation theory

Publications

All Years 10 2025 0 2024 0 2023 0 2022 0 2021 0 2020 0 2019 10

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), p. 470-490
Cai, Jian Feng; Qu, Xiaobo; Xu, Weiyu; Ye, Gui Bo
Article

2014 2

Correction: Low-rank regularization for learning gene expression programs (PLoS ONE)

PLoS ONE, v. 9, (1)
Ye, Guibo; Tang, Mengfan; Cai, Jian Feng; Nie, Qing; Xie, Xiaohui
Article

Data-driven tight frame construction and image denoising

Applied and Computational Harmonic Analysis, v. 37, (1), p. 89-105
Cai, Jian Feng; Ji, Hui; Shen, Zuowei; Ye, Gui Bo
Article

2013 1

Low-rank regularization for learning gene expression programs

PLoS ONE, v. 8, (12), article number e82146
Ye, Guibo; Tang, Mengfan; Cai, Jian Feng; Nie, Qing; Xie, Xiaohui
Article

2012 1

Learning sparse gradients for variable selection and dimension reduction

Machine Learning, v. 87, (3), p. 303-355
Ye, Gui Bo; Xie, Xiaohui
Article

2011 3

Approximation of frame based missing data recovery

Applied and Computational Harmonic Analysis, v. 31, (2), p. 185-204
Cai, Jian Feng; Shen, Zuowei; Ye, Gui Bo
Article

Efficient variable selection in support vector machines via the alternating direction method of multipliers

Journal of Machine Learning Research, v. 15, p. 832-840
Ye, Gui Bo; Chen, Yifei; Xie, Xiaohui
Article

Split Bregman method for large scale fused Lasso

Computational Statistics and Data Analysis, v. 55, (4), p. 1552-1569
Ye, Gui Bo; Xie, Xiaohui
Article

2008 1

Learning and approximation by Gaussians on Riemannian manifolds

Advances in Computational Mathematics, v. 29, (3), p. 291-310
Ye, Gui Bo; Zhou, Ding Xuan
Article

2007 1

Fully online classification by regularization

Applied and Computational Harmonic Analysis, v. 23, (2), p. 198-214
Ye, Gui Bo; Zhou, Ding Xuan
Article

Article 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), p. 470-490
Cai, Jian Feng; Qu, Xiaobo; Xu, Weiyu; Ye, Gui Bo

Article 2

Correction: Low-rank regularization for learning gene expression programs (PLoS ONE)

PLoS ONE, v. 9, (1)
Ye, Guibo; Tang, Mengfan; Cai, Jian Feng; Nie, Qing; Xie, Xiaohui

Data-driven tight frame construction and image denoising

Applied and Computational Harmonic Analysis, v. 37, (1), p. 89-105
Cai, Jian Feng; Ji, Hui; Shen, Zuowei; Ye, Gui Bo

Article 1

Low-rank regularization for learning gene expression programs

PLoS ONE, v. 8, (12), article number e82146
Ye, Guibo; Tang, Mengfan; Cai, Jian Feng; Nie, Qing; Xie, Xiaohui

Article 1

Learning sparse gradients for variable selection and dimension reduction

Machine Learning, v. 87, (3), p. 303-355
Ye, Gui Bo; Xie, Xiaohui

Article 3

Approximation of frame based missing data recovery

Applied and Computational Harmonic Analysis, v. 31, (2), p. 185-204
Cai, Jian Feng; Shen, Zuowei; Ye, Gui Bo

Efficient variable selection in support vector machines via the alternating direction method of multipliers

Journal of Machine Learning Research, v. 15, p. 832-840
Ye, Gui Bo; Chen, Yifei; Xie, Xiaohui

Split Bregman method for large scale fused Lasso

Computational Statistics and Data Analysis, v. 55, (4), p. 1552-1569
Ye, Gui Bo; Xie, Xiaohui

Article 1

Learning and approximation by Gaussians on Riemannian manifolds

Advances in Computational Mathematics, v. 29, (3), p. 291-310
Ye, Gui Bo; Zhou, Ding Xuan

Article 1

Fully online classification by regularization

Applied and Computational Harmonic Analysis, v. 23, (2), p. 198-214
Ye, Gui Bo; 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), p. 470-490
Cai, Jian Feng; Qu, Xiaobo; Xu, Weiyu; Ye, Gui Bo
Article

2014 2

Correction: Low-rank regularization for learning gene expression programs (PLoS ONE)

PLoS ONE, v. 9, (1)
Ye, Guibo; Tang, Mengfan; Cai, Jian Feng; Nie, Qing; Xie, Xiaohui
Article

Data-driven tight frame construction and image denoising

Applied and Computational Harmonic Analysis, v. 37, (1), p. 89-105
Cai, Jian Feng; Ji, Hui; Shen, Zuowei; Ye, Gui Bo
Article

2013 1

Low-rank regularization for learning gene expression programs

PLoS ONE, v. 8, (12), article number e82146
Ye, Guibo; Tang, Mengfan; Cai, Jian Feng; Nie, Qing; Xie, Xiaohui
Article

2012 1

Learning sparse gradients for variable selection and dimension reduction

Machine Learning, v. 87, (3), p. 303-355
Ye, Gui Bo; Xie, Xiaohui
Article

2011 3

Approximation of frame based missing data recovery

Applied and Computational Harmonic Analysis, v. 31, (2), p. 185-204
Cai, Jian Feng; Shen, Zuowei; Ye, Gui Bo
Article

Efficient variable selection in support vector machines via the alternating direction method of multipliers

Journal of Machine Learning Research, v. 15, p. 832-840
Ye, Gui Bo; Chen, Yifei; Xie, Xiaohui
Article

Split Bregman method for large scale fused Lasso

Computational Statistics and Data Analysis, v. 55, (4), p. 1552-1569
Ye, Gui Bo; Xie, Xiaohui
Article

2008 1

Learning and approximation by Gaussians on Riemannian manifolds

Advances in Computational Mathematics, v. 29, (3), p. 291-310
Ye, Gui Bo; Zhou, Ding Xuan
Article

2007 1

Fully online classification by regularization

Applied and Computational Harmonic Analysis, v. 23, (2), p. 198-214
Ye, Gui Bo; Zhou, Ding Xuan
Article

No Publications

Teaching Assignment

2025-26 Fall 5 2024-25 Summer 0 2024-25 Spring 4 2024-25 Winter 0 2024-25 Fall 3 2023-24 Summer 1

MATH2111	Matrix Algebra and Applications
MATH3332	Data Analytic Tools
MFIT5011	Statistical Methods in Finance
UROP1100Q	Undergraduate Research Opportunities Series 1
UROP2100Q	Undergraduate Research Opportunities Series 2

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

No Teaching Assignments

Research Interest

Publications

2016 1

2014 2

2013 1

2012 1

2011 3

2008 1

2007 1

Article 1

Article 2

Article 1

Article 1

Article 3

Article 1

Article 1

2016 1

2014 2

2013 1

2012 1

2011 3

2008 1

2007 1

Teaching Assignment

Projects

From January 2023 to December 2025

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