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EVOLVE - A Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation VI

  • Conference proceedings
  • © 2018

Overview

Editors:
  1. Alexandru-Adrian Tantar

    1. Computer Science and Communications Research Unit, University of Luxembourg E009 (CSC) Kirchberg Campus, Luxembourg, Luxembourg

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  2. Emilia Tantar

    1. Interdisciplinary Centre for Security, Reliability and Trust, University of Luxembourg, Luxembourg, Luxembourg

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  3. Michael Emmerich

    1. Leiden Institute of Advanced Computer Science, Leiden University, Leiden, The Netherlands

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  4. Pierrick Legrand

    1. Bâtiment Leyteire, URF Sciences et Modelisation, Université Bordeaux, Bordeaux, France

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  5. Lenuta Alboaie

    1. Faculty of Computer Science, Alexandru Ioan Cuza University of Iași, Iași, Romania

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  6. Henri Luchian

    1. Faculty of Computer Science, Alexandru Ioan Cuza University, Iasi, Romania

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  • Presents the latest research on Probability, Set Oriented Numerics, and Evolutionary Computation
  • Includes results of EVOLVE 2015 conference held on June 18–24, 2015 in Iasi, Romania
  • Written by experts in the field of Evolutionary Computation and Intelligent Computing
  • Includes supplementary material: sn.pub/extras

Part of the book series: Advances in Intelligent Systems and Computing (AISC, volume 674)

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Table of contents (15 papers)

  1. Front Matter

    Pages i-xiv
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  2. Multicriteria and Set-Oriented Optimization

    1. Front Matter

      Pages 1-1
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    2. Aggregate Selection in Multi-objective Biochemical Optimization via the Average Cuboid Volume Indicator

      • Susanne Rosenthal, Bernd Freisleben, Markus Borschbach
      Pages 3-17

    3. On Gradient-Based and Swarm-Based Algorithms for Set-Oriented Bicriteria Optimization

      • Wilco Verhoef, André H. Deutz, Michael T. M. Emmerich
      Pages 18-36

    4. Quadcriteria Optimization of Binary Classifiers: Error Rates, Coverage, and Complexity

      • Vitor Basto-Fernandes, Iryna Yevseyeva, David Ruano-Ordás, Jiaqi Zhao, Florentino Fdez-Riverola, José Ramón Méndez et al.
      Pages 37-49

    5. Parameter Identification of Stochastic Gene Regulation Models by Indicator-Based Evolutionary Level Set Approximation

      • Alexander Nezhinsky, Michael T. M. Emmerich
      Pages 50-64

  3. Evolution in ICT Security

    1. Front Matter

      Pages 65-65
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    2. On Using Cognition for Anomaly Detection in SDN

      • Emilia Tantar, Alexandru-Adrian Tantar, Miroslaw Kantor, Thomas Engel
      Pages 67-81

    3. Feature Creation Using Genetic Algorithms for Zero False Positive Malware Classification

      • Razvan Benchea, Dragos Gavrilut, Henri Luchian
      Pages 82-93

    4. Multi-centroid Cluster Analysis in Malware Research

      • Ciprian Oprişa, George Cabău, Gheorghe Sebestyen Pal
      Pages 94-103

  4. Computational Game Theory

    1. Front Matter

      Pages 105-105
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    2. Cooperation in Multicriteria Repeated Games

      • Réka Nagy, Mihai Suciu, Dan Dumitrescu
      Pages 107-117

    3. Evolving Game Strategies in a Dynamic Cournot Oligopoly Setting

      • Mihai Alexandru Suciu, Rodica-Ioana Lung, Noémi Gaskó, Tudor-Dan Mihoc, Dan Dumitrescu
      Pages 118-128

  5. Theory on Evolutionary Computation

    1. Front Matter

      Pages 129-129
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    2. Efficient Real-Parameter Single Objective Optimizer Using Hierarchical CMA-ES Solvers

      • Madalina M. Drugan
      Pages 131-145

    3. Multi-point Efficient Global Optimization Using Niching Evolution Strategy

      • Hao Wang, Thomas Bäck, Michael T. M. Emmerich
      Pages 146-162

    4. Community Detection in NK Landscapes - An Empirical Study of Complexity Transitions in Interactive Networks

      • Asep Maulana, André H. Deutz, Erik Schultes, Michael T. M. Emmerich
      Pages 163-176

  6. Applications of Evolutionary Algorithms

    1. Front Matter

      Pages 177-177
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    2. River Flow Forecasting Using an Improved Artificial Neural Network

      • Josiah Adeyemo, Oluwaseun Oyebode, Derek Stretch
      Pages 179-193

    3. Evolutionary Cost-Sensitive Balancing: A Generic Method for Imbalanced Classification Problems

      • Camelia Lemnaru, Rodica Potolea
      Pages 194-209
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Keywords

About this book

This book comprises selected research papers from the 2015 edition of the EVOLVE conference, which was held on June 18–June 24, 2015 in Iași, Romania. It presents the latest research on Probability, Set Oriented Numerics, and Evolutionary Computation. The aim of the EVOLVE conference was to provide a bridge between probability, set oriented numerics and evolutionary computation and to bring together experts from these disciplines. The broad focus of the EVOLVE conference made it possible to discuss the connection between these related fields of study computational science. The selected papers published in the proceedings book were peer reviewed by an international committee of reviewers (at least three reviews per paper) and were revised and enhanced by the authors after the conference. The contributions are categorized into five major parts, which are:

Multicriteria and Set-Oriented Optimization; Evolution in ICT Security; Computational Game Theory; Theory on Evolutionary Computation; Applications of Evolutionary Algorithms.

The 2015 edition shows a major progress in the aim to bring disciplines together and the research on a number of topics that have been discussed in previous editions of the conference matured over time and methods have found their ways in applications. In this sense the book can be considered an important milestone in bridging and thereby advancing state-of-the-art computational methods.

 

Editors and Affiliations

  • Computer Science and Communications Research Unit, University of Luxembourg E009 (CSC) Kirchberg Campus, Luxembourg, Luxembourg

    Alexandru-Adrian Tantar

  • Interdisciplinary Centre for Security, Reliability and Trust, University of Luxembourg, Luxembourg, Luxembourg

    Emilia Tantar

  • Leiden Institute of Advanced Computer Science, Leiden University, Leiden, The Netherlands

    Michael Emmerich

  • Bâtiment Leyteire, URF Sciences et Modelisation, Université Bordeaux, Bordeaux, France

    Pierrick Legrand

  • Faculty of Computer Science, Alexandru Ioan Cuza University of Iași, Iași, Romania

    Lenuta Alboaie

  • Faculty of Computer Science, Alexandru Ioan Cuza University, Iasi, Romania

    Henri Luchian

Bibliographic Information

  • Book Title: EVOLVE - A Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation VI

  • Editors: Alexandru-Adrian Tantar, Emilia Tantar, Michael Emmerich, Pierrick Legrand, Lenuta Alboaie, Henri Luchian

  • Series Title: Advances in Intelligent Systems and Computing

  • DOI: https://doi.org/10.1007/978-3-319-69710-9

  • Publisher: Springer Cham

  • eBook Packages: Engineering, Engineering (R0)

  • Copyright Information: Springer International Publishing AG 2018

  • Softcover ISBN: 978-3-319-69708-6Published: 12 November 2017

  • eBook ISBN: 978-3-319-69710-9Published: 09 November 2017

  • Series ISSN: 2194-5357

  • Series E-ISSN: 2194-5365

  • Edition Number: 1

  • Number of Pages: XIV, 226

  • Number of Illustrations: 84 b/w illustrations

  • Topics: Computational Intelligence, Artificial Intelligence

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