Cognitive Networked Sensing and Big Data

Part I. Theory

1. Mathematical Foundation
Robert Qiu, Michael Wicks

2. Sums of Matrix-Valued Random Variables
Robert Qiu, Michael Wicks

3. Concentration of Measure
Robert Qiu, Michael Wicks

4. Concentration of Eigenvalues and Their Functionals
Robert Qiu, Michael Wicks

5. Non-asymptotic, Local Theory of Random Matrices
Robert Qiu, Michael Wicks

6. Asymptotic, Global Theory of Random Matrices
Robert Qiu, Michael Wicks

Part II. Applications

7. Compressed Sensing and Sparse Recovery
Robert Qiu, Michael Wicks

8. Matrix Completion and Low-Rank Matrix Recovery
Robert Qiu, Michael Wicks

9. Covariance Matrix Estimation in High Dimensions
Robert Qiu, Michael Wicks

10. Detection in High Dimensions
Robert Qiu, Michael Wicks

11. Probability Constrained Optimization
Robert Qiu, Michael Wicks

12. Database Friendly Data Processing
Robert Qiu, Michael Wicks

13. From Network to Big Data
Robert Qiu, Michael Wicks

Nyckelord: Engineering, Communications Engineering, Networks, Signal, Image and Speech Processing, Computer Communication Networks