Evolve A Bridge Between Probability Set Oriented Numerics And Evolutionary Computation Vii

Author : Michael Emmerich,André Deutz,Oliver Schütze,Pierrick Legrand,Emilia Tantar,Alexandru-Adrian Tantar
Publisher : Springer
Page : 210 pages
File Size : 41,7 Mb
Release : 2017-04-27
Category : Technology & Engineering
ISBN : 9783319493251

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EVOLVE – A Bridge between Probability, Set Oriented Numerics and Evolutionary Computation VII by Michael Emmerich,André Deutz,Oliver Schütze,Pierrick Legrand,Emilia Tantar,Alexandru-Adrian Tantar Pdf

This book comprises nine selected works on numerical and computational methods for solving multiobjective optimization, game theory, and machine learning problems. It provides extended versions of selected papers from various fields of science such as computer science, mathematics and engineering that were presented at EVOLVE 2013 held in July 2013 at Leiden University in the Netherlands. The internationally peer-reviewed papers include original work on important topics in both theory and applications, such as the role of diversity in optimization, statistical approaches to combinatorial optimization, computational game theory, and cell mapping techniques for numerical landscape exploration. Applications focus on aspects including robustness, handling multiple objectives, and complex search spaces in engineering design and computational biology.

Author : Alexandru-Adrian Tantar,Emilia Tantar,Michael Emmerich,Pierrick Legrand,Lenuta Alboaie,Henri Luchian
Publisher : Springer
Page : 226 pages
File Size : 55,9 Mb
Release : 2017-11-09
Category : Technology & Engineering
ISBN : 9783319697109

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EVOLVE - A Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation VI by Alexandru-Adrian Tantar,Emilia Tantar,Michael Emmerich,Pierrick Legrand,Lenuta Alboaie,Henri Luchian Pdf

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.

Author : Michael Emmerich,Andre Deutz,Oliver Schuetze,Thomas Bäck,Emilia Tantar,Alexandru-Adrian Tantar,Del Moral. P,Pierrick Legrand,Pascal Bouvry,Carlos A. Coello
Publisher : Springer Science & Business Media
Page : 323 pages
File Size : 52,5 Mb
Release : 2013-06-12
Category : Technology & Engineering
ISBN : 9783319011288

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EVOLVE - A Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation IV by Michael Emmerich,Andre Deutz,Oliver Schuetze,Thomas Bäck,Emilia Tantar,Alexandru-Adrian Tantar,Del Moral. P,Pierrick Legrand,Pascal Bouvry,Carlos A. Coello Pdf

Numerical and computational methods are nowadays used in a wide range of contexts in complex systems research, biology, physics, and engineering. Over the last decades different methodological schools have emerged with emphasis on different aspects of computation, such as nature-inspired algorithms, set oriented numerics, probabilistic systems and Monte Carlo methods. Due to the use of different terminologies and emphasis on different aspects of algorithmic performance there is a strong need for a more integrated view and opportunities for cross-fertilization across particular disciplines. These proceedings feature 20 original publications from distinguished authors in the cross-section of computational sciences, such as machine learning algorithms and probabilistic models, complex networks and fitness landscape analysis, set oriented numerics and cell mapping, evolutionary multiobjective optimization, diversity-oriented search, and the foundations of genetic programming algorithms. By presenting cutting edge results with a strong focus on foundations and integration aspects this work presents a stepping stone towards efficient, reliable, and well-analyzed methods for complex systems management and analysis.

Author : Alexandru-Adrian Tantar,Emilia Tantar,Jian-Qiao Sun,Wei Zhang,Qian Ding,Oliver Schütze,Michael Emmerich,Pierrick Legrand,Pierre Del Moral,Carlos A. Coello Coello
Publisher : Springer
Page : 336 pages
File Size : 45,5 Mb
Release : 2014-06-04
Category : Technology & Engineering
ISBN : 9783319074948

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EVOLVE - A Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation V by Alexandru-Adrian Tantar,Emilia Tantar,Jian-Qiao Sun,Wei Zhang,Qian Ding,Oliver Schütze,Michael Emmerich,Pierrick Legrand,Pierre Del Moral,Carlos A. Coello Coello Pdf

This volume encloses research articles that were presented at the EVOLVE 2014 International Conference in Beijing, China, July 1–4, 2014. The book gathers contributions that emerged from the conference tracks, ranging from probability to set oriented numerics and evolutionary computation; all complemented by the bridging purpose of the conference, e.g. Complex Networks and Landscape Analysis, or by the more application oriented perspective. The novelty of the volume, when considering the EVOLVE series, comes from targeting also the practitioner’s view. This is supported by the Machine Learning Applied to Networks and Practical Aspects of Evolutionary Algorithms tracks, providing surveys on new application areas, as in the networking area and useful insights in the development of evolutionary techniques, from a practitioner’s perspective. Complementary to these directions, the conference tracks supporting the volume, follow on the individual advancements of the subareas constituting the scope of the conference, through the Computational Game Theory, Local Search and Optimization, Genetic Programming, Evolutionary Multi-objective optimization tracks.

Author : Oliver Schütze,Carlos A. Coello Coello,Alexandru-Adrian Tantar,Emilia Tantar,Pascal Bouvry,Pierre Del Moral,Pierrick Legrand
Publisher : Springer Science & Business Media
Page : 508 pages
File Size : 51,9 Mb
Release : 2012-08-14
Category : Technology & Engineering
ISBN : 9783642315190

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EVOLVE - A Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation II by Oliver Schütze,Carlos A. Coello Coello,Alexandru-Adrian Tantar,Emilia Tantar,Pascal Bouvry,Pierre Del Moral,Pierrick Legrand Pdf

This book comprises a selection of papers from the EVOLVE 2012 held in Mexico City, Mexico. The aim of the EVOLVE is to build a bridge between probability, set oriented numerics and evolutionary computing, as to identify new common and challenging research aspects. The conference is also intended to foster a growing interest for robust and efficient methods with a sound theoretical background. EVOLVE is intended to unify theory-inspired methods and cutting-edge techniques ensuring performance guarantee factors. By gathering researchers with different backgrounds, a unified view and vocabulary can emerge where the theoretical advancements may echo in different domains. Summarizing, the EVOLVE focuses on challenging aspects arising at the passage from theory to new paradigms and aims to provide a unified view while raising questions related to reliability, performance guarantees and modeling. The papers of the EVOLVE 2012 make a contribution to this goal.

Author : Oliver Schuetze,Carlos A. Coello,Alexandru-Adrian Tantar,Emilia Tantar,Pascal Bouvry,Pierre Del Moral,Pierrick Legrand
Publisher : Springer
Page : 259 pages
File Size : 52,6 Mb
Release : 2013-07-23
Category : Technology & Engineering
ISBN : 9783319014609

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EVOLVE - A Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation III by Oliver Schuetze,Carlos A. Coello,Alexandru-Adrian Tantar,Emilia Tantar,Pascal Bouvry,Pierre Del Moral,Pierrick Legrand Pdf

This book comprises a selection of extended abstracts and papers presented at the EVOLVE 2012 held in Mexico City, Mexico. The aim of the EVOLVE is to build a bridge between probability, set oriented numerics, and evolutionary computation as to identify new common and challenging research aspects. The conference is also intended to foster a growing interest for robust and efficient methods with a sound theoretical background. EVOLVE aims to unify theory-inspired methods and cutting-edge techniques ensuring performance guarantee factors. By gathering researchers with different backgrounds, a unified view and vocabulary can emerge where the theoretical advancements may echo in different domains. Summarizing, the EVOLVE conference focuses on challenging aspects arising at the passage from theory to new paradigms and aims to provide a unified view while raising questions related to reliability, performance guarantees, and modeling. The extended papers of the EVOLVE 2012 make a contribution to this goal.

Author : Emilia Tantar,Alexandru-Adrian Tantar,Pascal Bouvry,Pierre Del Moral,Pierrick Legrand,Carlos A. Coello Coello,Oliver Schütze
Publisher : Springer
Page : 414 pages
File Size : 46,7 Mb
Release : 2012-09-14
Category : Technology & Engineering
ISBN : 9783642327261

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EVOLVE- A Bridge between Probability, Set Oriented Numerics and Evolutionary Computation by Emilia Tantar,Alexandru-Adrian Tantar,Pascal Bouvry,Pierre Del Moral,Pierrick Legrand,Carlos A. Coello Coello,Oliver Schütze Pdf

The aim of this book is to provide a strong theoretical support for understanding and analyzing the behavior of evolutionary algorithms, as well as for creating a bridge between probability, set-oriented numerics and evolutionary computation. The volume encloses a collection of contributions that were presented at the EVOLVE 2011 international workshop, held in Luxembourg, May 25-27, 2011, coming from invited speakers and also from selected regular submissions. The aim of EVOLVE is to unify the perspectives offered by probability, set oriented numerics and evolutionary computation. EVOLVE focuses on challenging aspects that arise at the passage from theory to new paradigms and practice, elaborating on the foundations of evolutionary algorithms and theory-inspired methods merged with cutting-edge techniques that ensure performance guarantee factors. EVOLVE is also intended to foster a growing interest for robust and efficient methods with a sound theoretical background. The chapters enclose challenging theoretical findings, concrete optimization problems as well as new perspectives. By gathering contributions from researchers with different backgrounds, the book is expected to set the basis for a unified view and vocabulary where theoretical advancements may echo in different domains.

Author : Adriana Lara,Marcela Quiroz,Efrén Mezura-Montes,Oliver Schütze
Publisher : MDPI
Page : 230 pages
File Size : 44,6 Mb
Release : 2019-11-19
Category : Technology & Engineering
ISBN : 9783039218165

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Numerical and Evolutionary Optimization 2018 by Adriana Lara,Marcela Quiroz,Efrén Mezura-Montes,Oliver Schütze Pdf

This book was established after the 6th International Workshop on Numerical and Evolutionary Optimization (NEO), representing a collection of papers on the intersection of the two research areas covered at this workshop: numerical optimization and evolutionary search techniques. While focusing on the design of fast and reliable methods lying across these two paradigms, the resulting techniques are strongly applicable to a broad class of real-world problems, such as pattern recognition, routing, energy, lines of production, prediction, and modeling, among others. This volume is intended to serve as a useful reference for mathematicians, engineers, and computer scientists to explore current issues and solutions emerging from these mathematical and computational methods and their applications.

Author : Stephen Smith
Publisher : Springer Nature
Page : 422 pages
File Size : 47,8 Mb
Release : 2024-06-02
Category : Electronic
ISBN : 9783031568558

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Applications of Evolutionary Computation by Stephen Smith Pdf

Author : João Correia,Stephen Smith,Raneem Qaddoura
Publisher : Springer Nature
Page : 821 pages
File Size : 46,9 Mb
Release : 2023-04-08
Category : Computers
ISBN : 9783031302299

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Applications of Evolutionary Computation by João Correia,Stephen Smith,Raneem Qaddoura Pdf

This book constitutes the refereed proceedings of the 25th International Conference on Applications of Evolutionary Computation, EvoApplications 2023, held as part of Evo*2023, in April 2023, co-located with the Evo*2023 events EuroGP, EvoCOP, and EvoMUSART. The EuroGP focused on the technique of genetic programming, EvoCOP targeted evolutionary computation in combinatorial optimization, and EvoMUSART was dedicated to evolved and bio-inspired music, sound, art, and design. The EvoApplications 2023 presents papers on the different areas: Analysis of Evolutionary Computation Methods: Theory, Empirics, and Real-World Applications, Applications of Bio-inspired Techniques on Social Networks, Evolutionary Computation in Edge, Fog, and Cloud Computing, Evolutionary Computation in Image Analysis, Signal Processing, and Pattern Recognition and others.

Author : Michael Emmerich,André Deutz,Hao Wang,Anna V. Kononova,Boris Naujoks,Ke Li,Kaisa Miettinen,Iryna Yevseyeva
Publisher : Springer Nature
Page : 646 pages
File Size : 48,5 Mb
Release : 2023-03-09
Category : Computers
ISBN : 9783031272509

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Evolutionary Multi-Criterion Optimization by Michael Emmerich,André Deutz,Hao Wang,Anna V. Kononova,Boris Naujoks,Ke Li,Kaisa Miettinen,Iryna Yevseyeva Pdf

This book constitutes the refereed proceedings of the 12th International Conference on Evolutionary Multi-Criterion Optimization, EMO 2022 held in Leiden, The Netherlands, during March 20-24, 2023. The 44 regular papers presented in this book were carefully reviewed and selected from 65 submissions. The papers are divided into the following topical sections: Algorithm Design and Engineering; Machine Learning and Multi-criterion Optimization; Benchmarking and Performance Assessment; Indicator Design and Complexity Analysis; Applications in Real World Domains; and Multi-Criteria Decision Making and Interactive Algorithms..

Author : Oliver Junge,Oliver Schütze,Gary Froyland,Sina Ober-Blöbaum,Kathrin Padberg-Gehle
Publisher : Springer Nature
Page : 402 pages
File Size : 51,5 Mb
Release : 2020-07-20
Category : Technology & Engineering
ISBN : 9783030512644

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Advances in Dynamics, Optimization and Computation by Oliver Junge,Oliver Schütze,Gary Froyland,Sina Ober-Blöbaum,Kathrin Padberg-Gehle Pdf

This book presents a collection of papers on recent advances in problems concerning dynamics, optimal control and optimization. In many chapters, computational techniques play a central role. Set-oriented techniques feature prominently throughout the book, yielding state-of-the-art algorithms for computing general invariant sets, constructing globally optimal controllers and solving multi-objective optimization problems.

Author : Bogdan Filipič,Edmondo Minisci,Massimiliano Vasile
Publisher : Springer Nature
Page : 322 pages
File Size : 50,6 Mb
Release : 2020-11-16
Category : Computers
ISBN : 9783030637101

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Bioinspired Optimization Methods and Their Applications by Bogdan Filipič,Edmondo Minisci,Massimiliano Vasile Pdf

This book constitutes the refereed proceedings of the 9th International Conference on Bioinspired Optimization Methods and Their Applications, BIOMA 2020, held in Brussels, Belgium, in November 2020. The 24 full papers presented in this book were carefully reviewed and selected from 68 submissions. The papers in this BIOMA proceedings specialized in bioinspired algorithms as a means for solving the optimization problems and came in two categories: theoretical studies and methodology advancements on the one hand, and algorithm adjustments and their applications on the other. Due to the Corona pandemic BIOMA 2020 was held as a virtual event.

Author : Mike Preuss,Michael G. Epitropakis,Xiaodong Li,Jonathan E. Fieldsend
Publisher : Springer Nature
Page : 322 pages
File Size : 51,8 Mb
Release : 2021-10-22
Category : Computers
ISBN : 9783030795535

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Metaheuristics for Finding Multiple Solutions by Mike Preuss,Michael G. Epitropakis,Xiaodong Li,Jonathan E. Fieldsend Pdf

This book presents the latest trends and developments in multimodal optimization and niching techniques. Most existing optimization methods are designed for locating a single global solution. However, in real-world settings, many problems are “multimodal” by nature, i.e., multiple satisfactory solutions exist. It may be desirable to locate several such solutions before deciding which one to use. Multimodal optimization has been the subject of intense study in the field of population-based meta-heuristic algorithms, e.g., evolutionary algorithms (EAs), for the past few decades. These multimodal optimization techniques are commonly referred to as “niching” methods, because of the nature-inspired “niching” effect that is induced to the solution population targeting at multiple optima. Many niching methods have been developed in the EA community. Some classic examples include crowding, fitness sharing, clearing, derating, restricted tournament selection, speciation, etc. Nevertheless, applying these niching methods to real-world multimodal problems often encounters significant challenges. To facilitate the advance of niching methods in facing these challenges, this edited book highlights the latest developments in niching methods. The included chapters touch on algorithmic improvements and developments, representation, and visualization issues, as well as new research directions, such as preference incorporation in decision making and new application areas. This edited book is a first of this kind specifically on the topic of niching techniques. This book will serve as a valuable reference book both for researchers and practitioners. Although chapters are written in a mutually independent way, Chapter 1 will help novice readers get an overview of the field. It describes the development of the field and its current state and provides a comparative analysis of the IEEE CEC and ACM GECCO niching competitions of recent years, followed by a collection of open research questions and possible research directions that may be tackled in the future.

Author : Antonio M. Mora,Giovanni Squillero
Publisher : Springer
Page : 913 pages
File Size : 46,7 Mb
Release : 2015-03-16
Category : Computers
ISBN : 9783319165493

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Applications of Evolutionary Computation by Antonio M. Mora,Giovanni Squillero Pdf

This book constitutes the refereed conference proceedings of the 18th International Conference on the Applications of Evolutionary Computation, EvoApplications 2015, held in Copenhagen, Spain, in April 2015, colocated with the Evo 2015 events EuroGP, EvoCOP, and EvoMUSART. The 72 revised full papers presented were carefully reviewed and selected from 125 submissions. EvoApplications 2015 consisted of the following 13 tracks: EvoBIO (evolutionary computation, machine learning and data mining in computational biology), EvoCOMNET (nature-inspired techniques for telecommunication networks and other parallel and distributed systems), EvoCOMPLEX (evolutionary algorithms and complex systems), EvoENERGY (evolutionary computation in energy applications), EvoFIN (evolutionary and natural computation in finance and economics), EvoGAMES (bio-inspired algorithms in games), EvoIASP (evolutionary computation in image analysis, signal processing, and pattern recognition), EvoINDUSTRY (nature-inspired techniques in industrial settings), EvoNUM (bio-inspired algorithms for continuous parameter optimization), EvoPAR (parallel implementation of evolutionary algorithms), EvoRISK (computational intelligence for risk management, security and defence applications), EvoROBOT (evolutionary computation in robotics), and EvoSTOC (evolutionary algorithms in stochastic and dynamic environments).