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Introduction to Evolutionary Computing

Introduction to Evolutionary Computing
Author: Agoston E. Eiben
Publisher: Springer Science & Business Media
Total Pages: 307
Release: 2013-03-14
Genre: Computers
ISBN: 3662050943

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The first complete overview of evolutionary computing, the collective name for a range of problem-solving techniques based on principles of biological evolution, such as natural selection and genetic inheritance. The text is aimed directly at lecturers and graduate and undergraduate students. It is also meant for those who wish to apply evolutionary computing to a particular problem or within a given application area. The book contains quick-reference information on the current state-of-the-art in a wide range of related topics, so it is of interest not just to evolutionary computing specialists but to researchers working in other fields.


Artificial Intelligence and Evolutionary Computations in Engineering Systems

Artificial Intelligence and Evolutionary Computations in Engineering Systems
Author: Subhransu Sekhar Dash
Publisher: Springer
Total Pages: 714
Release: 2018-03-19
Genre: Technology & Engineering
ISBN: 9811078688

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The book is a collection of high-quality peer-reviewed research papers presented in the International Conference on Artificial Intelligence and Evolutionary Computations in Engineering Systems (ICAIECES 2017). The book discusses wide variety of industrial, engineering and scientific applications of the emerging techniques. Researchers from academia and industry have presented their original work and ideas, information, techniques and applications in the field of communication, computing and power technologies.


Artificial Intelligence and Evolutionary Algorithms in Engineering Systems

Artificial Intelligence and Evolutionary Algorithms in Engineering Systems
Author: L. Padma Suresh
Publisher: Springer
Total Pages: 831
Release: 2014-11-01
Genre: Technology & Engineering
ISBN: 8132221265

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The book is a collection of high-quality peer-reviewed research papers presented in Proceedings of International Conference on Artificial Intelligence and Evolutionary Algorithms in Engineering Systems (ICAEES 2014) held at Noorul Islam Centre for Higher Education, Kumaracoil, India. These research papers provide the latest developments in the broad area of use of artificial intelligence and evolutionary algorithms in engineering systems. The book discusses wide variety of industrial, engineering and scientific applications of the emerging techniques. It presents invited papers from the inventors/originators of new applications and advanced technologies.


Creative Evolutionary Systems

Creative Evolutionary Systems
Author: Peter Bentley
Publisher: Morgan Kaufmann
Total Pages: 618
Release: 2002
Genre: Computers
ISBN: 1558606734

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Written for computer scientists and students, and computer literate artists, designers and specialists in evolutionary computation, this text brings together the most advanced work in the use of evolutionary computation for creative results.


Advances in Evolutionary Computing

Advances in Evolutionary Computing
Author: Ashish Ghosh
Publisher: Springer Science & Business Media
Total Pages: 1001
Release: 2012-12-06
Genre: Computers
ISBN: 3642189652

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This book provides a collection of fourty articles containing new material on both theoretical aspects of Evolutionary Computing (EC), and demonstrating the usefulness/success of it for various kinds of large-scale real world problems. Around 23 articles deal with various theoretical aspects of EC and 17 articles demonstrate the success of EC methodologies. These articles are written by leading experts of the field from different countries all over the world.


Evolutionary Computation

Evolutionary Computation
Author: Kenneth A. De Jong
Publisher: MIT Press
Total Pages: 267
Release: 2006-02-03
Genre: Computers
ISBN: 0262303337

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A clear and comprehensive introduction to the field of evolutionary computation that takes an integrated approach. Evolutionary computation, the use of evolutionary systems as computational processes for solving complex problems, is a tool used by computer scientists and engineers who want to harness the power of evolution to build useful new artifacts, by biologists interested in developing and testing better models of natural evolutionary systems, and by artificial life scientists for designing and implementing new artificial evolutionary worlds. In this clear and comprehensive introduction to the field, Kenneth De Jong presents an integrated view of the state of the art in evolutionary computation. Although other books have described such particular areas of the field as genetic algorithms, genetic programming, evolution strategies, and evolutionary programming, Evolutionary Computation is noteworthy for considering these systems as specific instances of a more general class of evolutionary algorithms. This useful overview of a fragmented field is suitable for classroom use or as a reference for computer scientists and engineers.


Evolutionary Computation in Bioinformatics

Evolutionary Computation in Bioinformatics
Author: Gary Fogel
Publisher: Morgan Kaufmann
Total Pages: 432
Release: 2003
Genre: Computers
ISBN: 9781558607972

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This book offers a definitive resource that bridges biology and evolutionary computation. The authors have written an introduction to biology and bioinformatics for computer scientists, plus an introduction to evolutionary computation for biologists and for computer scientists unfamiliar with these techniques.


Introduction to Evolutionary Computing

Introduction to Evolutionary Computing
Author: A.E. Eiben
Publisher: Springer
Total Pages: 294
Release: 2015-07-01
Genre: Computers
ISBN: 3662448742

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The overall structure of this new edition is three-tier: Part I presents the basics, Part II is concerned with methodological issues, and Part III discusses advanced topics. In the second edition the authors have reorganized the material to focus on problems, how to represent them, and then how to choose and design algorithms for different representations. They also added a chapter on problems, reflecting the overall book focus on problem-solvers, a chapter on parameter tuning, which they combined with the parameter control and "how-to" chapters into a methodological part, and finally a chapter on evolutionary robotics with an outlook on possible exciting developments in this field. The book is suitable for undergraduate and graduate courses in artificial intelligence and computational intelligence, and for self-study by practitioners and researchers engaged with all aspects of bioinspired design and optimization.


Evolutionary Computing and Artificial Intelligence

Evolutionary Computing and Artificial Intelligence
Author: Fernando Koch
Publisher: Springer
Total Pages: 131
Release: 2019-03-13
Genre: Computers
ISBN: 9811369364

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This Festschrift volume is published in honor of Takao Terano on the occasion of his retirement. Takao Terano is a leading expert in the areas of agent-based modelling, knowledge systems, evolutionary computation, and service science.The contributions in this volume reflect the breadth and impact of his work. The volume contains 12 full papers related to Takao Terano’s research. They deal with various aspects of artificial intelligence, multi-agent systems, collaborative and social computing, social networks, ubiquitous computing.


Evolutionary Algorithms and Neural Networks

Evolutionary Algorithms and Neural Networks
Author: Seyedali Mirjalili
Publisher: Springer
Total Pages: 156
Release: 2018-06-26
Genre: Technology & Engineering
ISBN: 3319930257

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This book introduces readers to the fundamentals of artificial neural networks, with a special emphasis on evolutionary algorithms. At first, the book offers a literature review of several well-regarded evolutionary algorithms, including particle swarm and ant colony optimization, genetic algorithms and biogeography-based optimization. It then proposes evolutionary version of several types of neural networks such as feed forward neural networks, radial basis function networks, as well as recurrent neural networks and multi-later perceptron. Most of the challenges that have to be addressed when training artificial neural networks using evolutionary algorithms are discussed in detail. The book also demonstrates the application of the proposed algorithms for several purposes such as classification, clustering, approximation, and prediction problems. It provides a tutorial on how to design, adapt, and evaluate artificial neural networks as well, and includes source codes for most of the proposed techniques as supplementary materials.