Randomized Algorithms for Analysis and Control of Uncertain Systems

1. Overview
Roberto Tempo, Giuseppe Calafiore, Fabrizio Dabbene

2. Elements of Probability Theory
Roberto Tempo, Giuseppe Calafiore, Fabrizio Dabbene

3. Uncertain Linear Systems
Roberto Tempo, Giuseppe Calafiore, Fabrizio Dabbene

4. Linear Robust Control Design
Roberto Tempo, Giuseppe Calafiore, Fabrizio Dabbene

5. Limits of the Robustness Paradigm
Roberto Tempo, Giuseppe Calafiore, Fabrizio Dabbene

6. Probabilistic Methods for Uncertain Systems
Roberto Tempo, Giuseppe Calafiore, Fabrizio Dabbene

7. Monte Carlo Methods
Roberto Tempo, Giuseppe Calafiore, Fabrizio Dabbene

8. Probability Inequalities
Roberto Tempo, Giuseppe Calafiore, Fabrizio Dabbene

9. Statistical Learning Theory
Roberto Tempo, Giuseppe Calafiore, Fabrizio Dabbene

10. Randomized Algorithms in Systems and Control
Roberto Tempo, Giuseppe Calafiore, Fabrizio Dabbene

11. Sequential Methods for Probabilistic Design
Roberto Tempo, Giuseppe Calafiore, Fabrizio Dabbene

12. Scenario Approach to Probabilistic Design
Roberto Tempo, Giuseppe Calafiore, Fabrizio Dabbene

13. Learning-Based Probabilistic Design
Roberto Tempo, Giuseppe Calafiore, Fabrizio Dabbene

14. Random Number and Variate Generation
Roberto Tempo, Giuseppe Calafiore, Fabrizio Dabbene

15. Statistical Theory of Random Vectors
Roberto Tempo, Giuseppe Calafiore, Fabrizio Dabbene

16. Vector Randomization Methods
Roberto Tempo, Giuseppe Calafiore, Fabrizio Dabbene

17. Statistical Theory of Random Matrices
Roberto Tempo, Giuseppe Calafiore, Fabrizio Dabbene

18. Matrix Randomization Methods
Roberto Tempo, Giuseppe Calafiore, Fabrizio Dabbene

19. Applications of Randomized Algorithms
Roberto Tempo, Giuseppe Calafiore, Fabrizio Dabbene

Keywords: Engineering, Control, Systems Theory, Control, Complexity, Algorithms, Communications Engineering, Networks