Table of contents

Front Matter   Pages i-xxvi

Background  Pages 1-12

Simulation Basics   Pages 13-27

Simulation-Based Optimization: An Overview   Pages 29-35

Parametric Optimization: Response Surfaces and Neural Networks   Pages 37-69

Parametric Optimization: Stochastic Gradients and Adaptive Search   Pages71-122

Control Optimization with Stochastic Dynamic Programming   Pages 123-195

Control Optimization with Reinforcement Learning   Pages 197-268

Control Optimization with Stochastic Search   Pages 269-280

Convergence: Background Material   Pages 281-318

Convergence Analysis of Parametric Optimization Methods   Pages 319-350

Convergence Analysis of Control Optimization Methods   Pages 351-450

Case Studies   Pages 451-471

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