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Simulation-Based Optimization

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Cover of 'Simulation-Based Optimization'

Table of Contents

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    Book Overview
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    Chapter 1 Background
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    Chapter 2 Simulation Basics
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    Chapter 3 Simulation-Based Optimization: An Overview
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    Chapter 4 Parametric Optimization: Response Surfaces and Neural Networks
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    Chapter 5 Parametric Optimization: Stochastic Gradients and Adaptive Search
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    Chapter 6 Control Optimization with Stochastic Dynamic Programming
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    Chapter 7 Control Optimization with Reinforcement Learning
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    Chapter 8 Control Optimization with Stochastic Search
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    Chapter 9 Convergence: Background Material
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    Chapter 10 Convergence Analysis of Parametric Optimization Methods
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    Chapter 11 Convergence Analysis of Control Optimization Methods
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    Chapter 12 Case Studies
Attention for Chapter 5: Parametric Optimization: Stochastic Gradients and Adaptive Search
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