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Data-Driven Evolutionary Optimization

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Cover of 'Data-Driven Evolutionary Optimization'

Table of Contents

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    Book Overview
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    Chapter 1 Introduction to Optimization
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    Chapter 2 Classical Optimization Algorithms
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    Chapter 3 Evolutionary and Swarm Optimization
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    Chapter 4 Introduction to Machine Learning
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    Chapter 5 Data-Driven Surrogate-Assisted Evolutionary Optimization
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    Chapter 6 Multi-surrogate-Assisted Single-objective Optimization
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    Chapter 7 Surrogate-Assisted Multi-objective Evolutionary Optimization
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    Chapter 8 Surrogate-Assisted Many-Objective Evolutionary Optimization
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    Chapter 9 Knowledge Transfer in Data-Driven Evolutionary Optimization
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    Chapter 10 Surrogate-Assisted High-Dimensional Evolutionary Optimization
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    Chapter 11 Offline Big or Small Data-Driven Optimization and Applications
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    Chapter 12 Surrogate-Assisted Evolutionary Neural Architecture Search
Attention for Chapter 11: Offline Big or Small Data-Driven Optimization and Applications
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