Qiu, Robert
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
Avainsanat: Engineering, Communications Engineering, Networks, Signal, Image and Speech Processing, Computer Communication Networks
- Tekijä(t)
- Qiu, Robert
- Wicks, Michael
- Julkaisija
- Springer
- Julkaisuvuosi
- 2014
- Kieli
- en
- Painos
- 2014
- Sivumäärä
- 23 sivua
- Kategoria
- Tekniikka, energia, liikenne
- Tiedostomuoto
- E-kirja
- eISBN (PDF)
- 9781461445449