Lecturer

Research Interests

Teaching

• MATH3322  Matrix Computation
• MATH4335  Introduction to Optimization

Selected Publications

  Article

1. 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
   • Year: 2014


2. 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
   • Year: 2012


3. 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
   • Year: 2011


4. 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
   • Year: 2008


5. 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
   • Year: 2007

  Conference paper

1. 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
   • Year: 2011