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Applications of Evolutionary Computation

23rd European Conference, EvoApplications 2020, Held as Part of EvoStar 2020, Seville, Spain, April 15–17, 2020, Proceedings

  • Conference proceedings
  • © 2020

Overview

Editors:
  1. Pedro A. Castillo

    1. University of Granada, Granada, Spain

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  2. Juan Luis Jiménez Laredo

    1. Université Le Havre Normandie, Le Havre, France

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  3. Francisco Fernández de Vega

    1. Universidad de Extremadura, Mérida, Spain

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Part of the book series: Lecture Notes in Computer Science (LNCS, volume 12104)

Part of the book sub series: Theoretical Computer Science and General Issues (LNTCS)

Included in the following conference series:

Conference proceedings info: EvoApplications 2020.

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Table of contents (44 papers)

  1. Front Matter

    Pages i-xvii
    Download chapter PDF

  2. Applications of Evolutionary Computation

    1. Front Matter

      Pages 1-1
      Download chapter PDF

    2. A Local Search for Numerical Optimisation Based on Covariance Matrix Diagonalisation

      • Ferrante Neri, Shahin Rostami
      Pages 3-19

    3. EvoCluster: An Open-Source Nature-Inspired Optimization Clustering Framework in Python

      • Raneem Qaddoura, Hossam Faris, Ibrahim Aljarah, Pedro A. Castillo
      Pages 20-36

    4. Optimizing the Hyperparameters of a Mixed Integer Linear Programming Solver to Speed up Electric Vehicle Charging Control

      • Takahiro Ishihara, Steffen Limmer
      Pages 37-53

    5. Automatic Rule Extraction from Access Rules Using Genetic Programming

      • Paloma de las Cuevas, Pablo García-Sánchez, Zaineb Chelly Dagdia, María-Isabel García-Arenas, Juan Julián Merelo Guervós
      Pages 54-69

    6. Search Trajectory Networks of Population-Based Algorithms in Continuous Spaces

      • Gabriela Ochoa, Katherine M. Malan, Christian Blum
      Pages 70-85

    7. Evolving-Controllers Versus Learning-Controllers for Morphologically Evolvable Robots

      • Karine Miras, Matteo De Carlo, Sayfeddine Akhatou, A. E. Eiben
      Pages 86-99

    8. Simulation-Driven Multi-objective Evolution for Traffic Light Optimization

      • Alessandro Cacco, Giovanni Iacca
      Pages 100-116

    9. Automatic Generation of Adversarial Metamorphic Malware Using MAP-Elites

      • Kehinde O. Babaagba, Zhiyuan Tan, Emma Hart
      Pages 117-132

    10. EvoDynamic: A Framework for the Evolution of Generally Represented Dynamical Systems and Its Application to Criticality

      • Sidney Pontes-Filho, Pedro Lind, Anis Yazidi, Jianhua Zhang, Hugo Hammer, Gustavo B. M. Mello et al.
      Pages 133-148

    11. A Decomposition-Based Evolutionary Algorithm with Adaptive Weight Vectors for Multi- and Many-objective Optimization

      • Guang Peng, Katinka Wolter
      Pages 149-164

    12. Differential Evolution Multi-Objective for Tertiary Protein Structure Prediction

      • Pedro Henrique Narloch, Márcio Dorn
      Pages 165-180

    13. Particle Swarm Optimization: A Wrapper-Based Feature Selection Method for Ransomware Detection and Classification

      • Muhammad Shabbir Abbasi, Harith Al-Sahaf, Ian Welch
      Pages 181-196

    14. A Method for Estimating the Computational Complexity of Multimodal Functions

      • Juan Luis Jiménez Laredo, Juan Julián Merelo Guervós, Carlos M. Fernandes, Eric Sanlaville
      Pages 197-211

    15. Locating Odour Sources with Geometric Syntactic Genetic Programming

      • João Macedo, Lino Marques, Ernesto Costa
      Pages 212-227

    16. Designing Cable-Stayed Bridges with Genetic Algorithms

      • João Correia, Fernando Ferreira
      Pages 228-243

    17. A Fast, Scalable Meta-Heuristic for Network Slicing Under Traffic Uncertainty

      • Thomas Bauschert, Varun S. Reddy
      Pages 244-259

    18. What Is Your MOVE: Modeling Adversarial Network Environments

      • Karlo Knezevic, Stjepan Picek, Domagoj Jakobovic, Julio Hernandez-Castro
      Pages 260-275

    19. Using Evolution to Design Modular Robots: An Empirical Approach to Select Module Designs

      • Rodrigo Moreno, Andres Faina
      Pages 276-290
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  1. Applications of Evolutionary Computation

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About this book

This book constitutes the refereed proceedings of the 23rd European Conference on Applications of Evolutionary Computation, EvoApplications 2020, held as part of Evo*2020, in Seville, Spain, in April 2020, co-located with the Evo*2020 events EuroGP, EvoMUSART and EvoCOP.
The 44 full papers presented in this book were carefully reviewed and selected from 62 submissions. The papers cover a wide spectrum of topics, ranging from applications of bio-inspired techniques on social networks, evolutionary computation in digital healthcare and personalized medicine, soft-computing applied to games, applications of deep-bioinspired algorithms, parallel and distributed systems, and evolutionary machine learning.​

Editors and Affiliations

  • University of Granada, Granada, Spain

    Pedro A. Castillo

  • Université Le Havre Normandie, Le Havre, France

    Juan Luis Jiménez Laredo

  • Universidad de Extremadura, Mérida, Spain

    Francisco Fernández de Vega

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