My research focuses on developing optimization models and algorithms with various applications in compressive sensing, signal/image processing, statistical learning, computer vision, machine learning, operations research, etc. Particularly, I am interested in the following:
- Sparse optimization, low-rank matrix completion/recovery;
- Theory and applications of the alternating direction method of multipliers;
- Robust principal component analysis (robust PCA);
- Parallel and distributed optimization.