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Simulation-based optimization: parametric optimization techniques and reinforcement learning/ Abhijit Gosavi

By: Gosavi, AbhijitMaterial type: Text

TextSeries: (Operations research/computer science interfaces series)Publication details: Boston: Kluwer Academic Publishers, 2003Description: xxvii, 554 p. : ill. ; 24 cmISBN: 9781402074547Subject(s): Mathematical optimization | Probabilities | MathematicsDDC classification: 519.6

Contents:

1. Background -- 2. Notation -- 3. Probability Theory: A Refresher -- 4. Basic Concepts Underlying Simulation -- 5. Simulation Optimization: An Overview -- 6. Response Surfaces and Neural Nets -- 7. Parametric Optimization -- 8. Dynamic Programming -- 9. Reinforcement Learning -- 10. Markov Chain Automata Theory -- 11. Convergence: Background Material -- 12. Convergence: Parametric Optimization -- 13. Convergence: Control Optimization -- 14. Case Studies -- 15. Codes -- 16. Concluding Remarks.

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Holdings
Item type	Current library	Call number	Status	Date due	Barcode	Item holds
General Books	Central Library, Sikkim University General Book Section	519.6 GOS/S (Browse shelf(Opens below))	Available		P25232

Total holds: 0

1. Background --
2. Notation --
3. Probability Theory: A Refresher --
4. Basic Concepts Underlying Simulation --
5. Simulation Optimization: An Overview --
6. Response Surfaces and Neural Nets --
7. Parametric Optimization --
8. Dynamic Programming --
9. Reinforcement Learning --
10. Markov Chain Automata Theory --
11. Convergence: Background Material --
12. Convergence: Parametric Optimization --
13. Convergence: Control Optimization --
14. Case Studies --
15. Codes --
16. Concluding Remarks.

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