Randomized Algorithms for Analysis and Control of Uncertain Systems : With Applications - Tempo, Roberto; Calafiore, Giuseppe; Dabbene, Fabrizio; SpringerLink (Online service) (London : Springer London : Imprint: Springer, 2013)
Uncertainty and Robustness -- Probability and Robustness of Uncertain Systems -- Elements of Probability Theory -- Uncertain Linear Systems and Robustness -- Linear Robust Control Design -- Some Limits of the Robustness Paradigm -- Probabilistic Methods for Robustness -- Monte Carlo Methods -- Randomized Algorithms in Systems and Control -- Probability Inequalities -- Statistical Learning Theory and Control Design -- Sequential Algorithms for Probabilistic Robust Design -- Sequential Algorithms for LPV Systems -- Scenario Approach for Probabilistic Robust Design -- Random Number and Variate Generation -- Statistical Theory of Radial Random Vectors -- Vector Randomization Methods -- Statistical Theory of Radial Random Matrices -- Matrix Randomization Methods -- Applications of Randomized Algorithms.
Keywords: Control engineering; System theory; Computational complexity; Algorithms; Electrical engineering; Control and Systems Theory; Systems Theory, Control; Complexity; Algorithms; Communications Engineering, Networks