Robust Recovery of Complex Exponential Signals from Random Gaussian Projections via Low Rank Hankel Matrix Reconstruction

Data-driven tight frame construction and image denoising

Low-rank regularization for learning gene expression programs

Learning sparse gradients for variable selection and dimension reduction

Approximation of frame based missing data recovery

Split Bregman method for large scale fused Lasso

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

Learning and approximation by Gaussians on Riemannian manifolds

Fully online classification by regularization

Robust Recovery of Complex Exponential Signals from Random Gaussian Projections via Low Rank Hankel Matrix Reconstruction

Conference paper

Data-driven tight frame construction and image denoising

Article

Low-rank regularization for learning gene expression programs

Article

Learning sparse gradients for variable selection and dimension reduction

Article

Approximation of frame based missing data recovery

Article

Split Bregman method for large scale fused Lasso

Article

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

Conference paper

Learning and approximation by Gaussians on Riemannian manifolds

Article

Fully online classification by regularization

Article