Applications of Evolutionary Computation

Table of Contents

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   Book Overview
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   Chapter 1 A Local Search for Numerical Optimisation Based on Covariance Matrix Diagonalisation
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   Chapter 2 EvoCluster: An Open-Source Nature-Inspired Optimization Clustering Framework in Python
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   Chapter 3 Optimizing the Hyperparameters of a Mixed Integer Linear Programming Solver to Speed up Electric Vehicle Charging Control
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   Chapter 4 Automatic Rule Extraction from Access Rules Using Genetic Programming
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   Chapter 5 Search Trajectory Networks of Population-Based Algorithms in Continuous Spaces
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   Chapter 6 Evolving-Controllers Versus Learning-Controllers for Morphologically Evolvable Robots
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   Chapter 7 Simulation-Driven Multi-objective Evolution for Traffic Light Optimization
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   Chapter 8 Automatic Generation of Adversarial Metamorphic Malware Using MAP-Elites
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    Chapter 9 EvoDynamic: A Framework for the Evolution of Generally Represented Dynamical Systems and Its Application to Criticality
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    Chapter 10 A Decomposition-Based Evolutionary Algorithm with Adaptive Weight Vectors for Multi- and Many-objective Optimization
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    Chapter 11 Differential Evolution Multi-Objective for Tertiary Protein Structure Prediction
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    Chapter 12 Particle Swarm Optimization: A Wrapper-Based Feature Selection Method for Ransomware Detection and Classification
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    Chapter 13 A Method for Estimating the Computational Complexity of Multimodal Functions
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    Chapter 14 Locating Odour Sources with Geometric Syntactic Genetic Programming
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    Chapter 15 Designing Cable-Stayed Bridges with Genetic Algorithms
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    Chapter 16 A Fast, Scalable Meta-Heuristic for Network Slicing Under Traffic Uncertainty
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    Chapter 17 What Is Your MOVE: Modeling Adversarial Network Environments
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    Chapter 18 Using Evolution to Design Modular Robots: An Empirical Approach to Select Module Designs
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    Chapter 19 Iterated Granular Neighborhood Algorithm for the Taxi Sharing Problem
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    Chapter 20 Multiobjective Optimization of a Targeted Vaccination Scheme in the Presence of Non-diagnosed Cases
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    Chapter 21 Community Detection in Attributed Graphs with Differential Evolution
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    Chapter 22 Fake News Detection Using Time Series and User Features Classification
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    Chapter 23 Social Learning vs Self-teaching in a Multi-agent Neural Network System
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    Chapter 24 Evolving Instinctive Behaviour in Resource-Constrained Autonomous Agents Using Grammatical Evolution
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    Chapter 25 Adversarial Optimization Approach for Development of Robust Controllers
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    Chapter 26 Efficient Heuristic Policy Optimisation for a Challenging Strategic Card Game
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    Chapter 27 Finding Behavioural Patterns Among League of Legends Players Through Hidden Markov Models
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    Chapter 28 Learning the Designer’s Preferences to Drive Evolution
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    Chapter 29 Testing Hybrid Computational Intelligence Algorithms for General Game Playing
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    Chapter 30 Accelerated Design of HIFU Treatment Plans Using Island-Based Evolutionary Strategy
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    Chapter 31 Using Genetic Algorithms for the Prediction of Cognitive Impairments
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    Chapter 32 Short and Medium Term Blood Glucose Prediction Using Multi-objective Grammatical Evolution
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    Chapter 33 A Greedy Iterative Layered Framework for Training Feed Forward Neural Networks
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    Chapter 34 Evolution of Scikit-Learn Pipelines with Dynamic Structured Grammatical Evolution
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    Chapter 35 An Empirical Exploration of Deep Recurrent Connections Using Neuro-Evolution
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    Chapter 36 Using Skill Rating as Fitness on the Evolution of GANs
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    Chapter 37 A Local Search with a Surrogate Assisted Option for Instance Reduction
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    Chapter 38 Evolutionary Latent Space Exploration of Generative Adversarial Networks
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    Chapter 39 Neuro-Evolutionary Transfer Learning Through Structural Adaptation
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    Chapter 40 Ant-based Neural Topology Search (ANTS) for Optimizing Recurrent Networks
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    Chapter 41 A MIMD Interpreter for Genetic Programming
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    Chapter 42 Security Risk Optimization for Multi-cloud Applications
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    Chapter 43 Using Evolutionary Algorithms for Server Hardening via the Moving Target Defense Technique
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    Chapter 44 An Event-Based Architecture for Cross-Breed Multi-population Bio-inspired Optimization Algorithms