I. Introduction  
II. Proximity Operator for Nonconvex Regularization Penalties  
III. Sparse Vector Recovery  
IV. Sparse Matrix Recovery  
V. Low-Rank Matrix Recovery  
VI. Other Applications Involving Nonconvex Sparse and Low-Rank Regularization  
VII. Conclusion and Discussion  