Lecturer

Phone: (852) 3469 2615
Email: magbye@ust.hk
Office: Room 3419

ORCID: 0000-0001-5660-4338
Scopus ID: 36613885100

Article

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

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

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

Approximation of frame based missing data recovery
Author(s): Cai, Jian-Feng  ; Shen, Zuowei ; Ye, Guibo 
Source: Applied and Computational Harmonic Analysis, v. 31, (2), September 2011, p. 185-204
Article, 2011

Split Bregman method for large scale fused Lasso
Author(s): Ye, Guibo ; Xie, Xiaohui
Source: Computational Statistics and Data Analysis, v. 55, (4), April 2011, p. 1552-1569
Article, 2011

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

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

Conference paper

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

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

Other

Correction: Low-rank regularization for learning gene expression programs
Author(s): Ye, Guibo  ; Tang, Mengfan ; Cai, Jianfeng  ; Nie, Qing ; Xie, Xiaohui
Source: PLoS ONE, v. 9, (1), 13 January 2014
Other, 2014