Data-Driven Evolutionary Optimization: Integrating Evolutionary Computation, Machine Learning and Data Science

Jin, Yaochu, Wang, Handing, Sun, Chaoli

Data-Driven Evolutionary Optimization: Integrating Evolutionary Computation, Machine Learning and Data Science

商品描述

Introduction to Optimization.- Classical Optimization Algorithms.- Evolutionary and Swarm Optimization.- Introduction to Machine Learning.- Data-Driven Surrogate-Assisted Evolutionary Optimization.- Multi-Surrogate-Assisted Single-Objective Optimization.- Surrogate-Assisted Multi-Objective Evolutionary Optimization.

商品描述(中文翻譯)

優化導論。- 經典優化算法。- 進化和群體優化。- 機器學習導論。- 數據驅動的輔助進化優化。- 多輔助單目標優化。- 輔助多目標進化優化。

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