Algorithms for Sparsity-Constrained Optimization

1. Introduction
Sohail Bahmani

2. Preliminaries
Sohail Bahmani

3. Sparsity-Constrained Optimization
Sohail Bahmani

4. 1-Bit Compressed Sensing
Sohail Bahmani

5. Estimation Under Model-Based Sparsity
Sohail Bahmani

6. Projected Gradient Descent for ℓ

p
-Constrained Least Squares
Sohail Bahmani

7. Conclusion and Future Work
Sohail Bahmani

Keywords: Engineering, Signal, Image and Speech Processing, Mathematical Applications in Computer Science, Image Processing and Computer Vision