Illustrating Evolutionary Computation With Mathematica

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Illustrating Evolutionary Computation with Mathematica

Christian Jacob
Illustrating Evolutionary Computation with Mathematica Book PDF

Author : Christian Jacob
Publisher : Elsevier
Page : 605 pages
File Size : 41,6 Mb
Release : 2001-02-23
Category : Computers
ISBN : 9780080508450

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Illustrating Evolutionary Computation with Mathematica by Christian Jacob Pdf

An essential capacity of intelligence is the ability to learn. An artificially intelligent system that could learn would not have to be programmed for every eventuality; it could adapt to its changing environment and conditions just as biological systems do. Illustrating Evolutionary Computation with Mathematica introduces evolutionary computation to the technically savvy reader who wishes to explore this fascinating and increasingly important field. Unique among books on evolutionary computation, the book also explores the application of evolution to developmental processes in nature, such as the growth processes in cells and plants. If you are a newcomer to the evolutionary computation field, an engineer, a programmer, or even a biologist wanting to learn how to model the evolution and coevolution of plants, this book will provide you with a visually rich and engaging account of this complex subject. * Introduces the major mechanisms of biological evolution. * Demonstrates many fascinating aspects of evolution in nature with simple, yet illustrative examples. * Explains each of the major branches of evolutionary computation: genetic algorithms, genetic programming, evolutionary programming, and evolution strategies. * Demonstrates the programming of computers by evolutionary principles using Evolvica, a genetic programming system designed by the author. * Shows in detail how to evolve developmental programs modeled by cellular automata and Lindenmayer systems. * Provides Mathematica notebooks on the Web that include all the programs in the book and supporting animations, movies, and graphics.

The Art of Artificial Evolution

Juan J. Romero
The Art of Artificial Evolution Book PDF

Author : Juan J. Romero
Publisher : Springer Science & Business Media
Page : 465 pages
File Size : 43,9 Mb
Release : 2008
Category : Art
ISBN : 9783540728764

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The Art of Artificial Evolution by Juan J. Romero Pdf

Art is the Queen of all sciences communicating knowledge to all the generations of the world. Leonardo da Vinci Artistic behavior is one of the most valued qualities of the human mind. Although artistic manifestations vary from culture to culture, dedication to artistic tasks is common to all. In other words, artistic behavior is a universal trait of the human species. The current, Western de?nition of art is relatively new. However, a d- ication to artistic endeavors — such as the embellishment of tools, body - namentation, or gathering of unusual, arguably aesthetic, objects — can be traced back to the origins of humanity. That is, art is ever-present in human history and prehistory. Artandsciencesharealongandenduringrelationship.Thebest-known- ample of the explorationof this relationship is probably the work of Leonardo da Vinci. Somewhere in the 19th century art and science grew apart, but the cross-transfer of concepts between the two domains continued to exist. Currently, albeit the need for specialization, there is a growing interest in the exploration of the connections between art and science. Focusingoncomputerscience,itisinterestingtonoticethatearlypioneers of this discipline such as Ada Byron and Alan Turing showed an interest in using computational devices for art-making purposes. Oddly, in spite of this early interest and the ubiquity of art, it has received relatively little attention fromthe computersciencecommunityingeneral,and,moresurprisingly,from the arti?cial intelligence community.

Evolutionary Computation for Modeling and Optimization

Daniel Ashlock
Evolutionary Computation for Modeling and Optimization Book PDF

Author : Daniel Ashlock
Publisher : Springer Science & Business Media
Page : 578 pages
File Size : 54,5 Mb
Release : 2006-04-04
Category : Computers
ISBN : 9780387319094

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Evolutionary Computation for Modeling and Optimization by Daniel Ashlock Pdf

Concentrates on developing intuition about evolutionary computation and problem solving skills and tool sets. Lots of applications and test problems, including a biotechnology chapter.

Genetic and Evolutionary Computation — GECCO 2003

Erick Cantú-Paz,James A. Foster,Kalyanmoy Deb,Lawrence David Davis,Rajkumar Roy,Una-May O'Reilly,Hans-Georg Beyer,Russel Standish,Graham Kendall,Stewart Wilson,Joachim Wegener,Dipankar Dasgupta,Mitchell A. Potter,Alan C. Schultz
Genetic and Evolutionary Computation GECCO 2003 Book PDF

Author : Erick Cantú-Paz,James A. Foster,Kalyanmoy Deb,Lawrence David Davis,Rajkumar Roy,Una-May O'Reilly,Hans-Georg Beyer,Russel Standish,Graham Kendall,Stewart Wilson,Joachim Wegener,Dipankar Dasgupta,Mitchell A. Potter,Alan C. Schultz
Publisher : Springer Science & Business Media
Page : 1317 pages
File Size : 47,5 Mb
Release : 2003-06-30
Category : Science
ISBN : 9783540406037

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Genetic and Evolutionary Computation — GECCO 2003 by Erick Cantú-Paz,James A. Foster,Kalyanmoy Deb,Lawrence David Davis,Rajkumar Roy,Una-May O'Reilly,Hans-Georg Beyer,Russel Standish,Graham Kendall,Stewart Wilson,Joachim Wegener,Dipankar Dasgupta,Mitchell A. Potter,Alan C. Schultz Pdf

The set LNCS 2723 and LNCS 2724 constitutes the refereed proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2003, held in Chicago, IL, USA in July 2003. The 193 revised full papers and 93 poster papers presented were carefully reviewed and selected from a total of 417 submissions. The papers are organized in topical sections on a-life adaptive behavior, agents, and ant colony optimization; artificial immune systems; coevolution; DNA, molecular, and quantum computing; evolvable hardware; evolutionary robotics; evolution strategies and evolutionary programming; evolutionary sheduling routing; genetic algorithms; genetic programming; learning classifier systems; real-world applications; and search based software engineering.

Agent-Based Evolutionary Search

Ruhul A. Sarker,Tapabrata Ray
Agent Based Evolutionary Search Book PDF

Author : Ruhul A. Sarker,Tapabrata Ray
Publisher : Springer Science & Business Media
Page : 293 pages
File Size : 54,9 Mb
Release : 2010-07-12
Category : Technology & Engineering
ISBN : 9783642134258

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Agent-Based Evolutionary Search by Ruhul A. Sarker,Tapabrata Ray Pdf

Agent based evolutionary search is an emerging paradigm in computational int- ligence offering the potential to conceptualize and solve a variety of complex problems such as currency trading, production planning, disaster response m- agement, business process management etc. There has been a significant growth in the number of publications related to the development and applications of agent based systems in recent years which has prompted special issues of journals and dedicated sessions in premier conferences. The notion of an agent with its ability to sense, learn and act autonomously - lows the development of a plethora of efficient algorithms to deal with complex problems. This notion of an agent differs significantly from a restrictive definition of a solution in an evolutionary algorithm and opens up the possibility to model and capture emergent behavior of complex systems through a natural age- oriented decomposition of the problem space. While this flexibility of represen- tion offered by agent based systems is widely acknowledged, they need to be - signed for specific purposes capturing the right level of details and description. This edited volume is aimed to provide the readers with a brief background of agent based evolutionary search, recent developments and studies dealing with various levels of information abstraction and applications of agent based evo- tionary systems. There are 12 peer reviewed chapters in this book authored by d- tinguished researchers who have shared their experience and findings spanning across a wide range of applications.

Design by Evolution

Philip F. Hingston,Luigi C. Barone,Zbigniew Michalewicz
Design by Evolution Book PDF

Author : Philip F. Hingston,Luigi C. Barone,Zbigniew Michalewicz
Publisher : Springer Science & Business Media
Page : 346 pages
File Size : 54,5 Mb
Release : 2008-09-30
Category : Computers
ISBN : 9783540741114

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Design by Evolution by Philip F. Hingston,Luigi C. Barone,Zbigniew Michalewicz Pdf

Evolution is Nature’s design process. The natural world is full of wonderful examples of its successes, from engineering design feats such as powered flight, to the design of complex optical systems such as the mammalian eye, to the merely stunningly beautiful designs of orchids or birds of paradise. With increasing computational power, we are now able to simulate this process with greater fidelity, combining complex simulations with high-performance evolutionary algorithms to tackle problems that used to be impractical. This book showcases the state of the art in evolutionary algorithms for design. The chapters are organized by experts in the following fields: evolutionary design and "intelligent design" in biology, art, computational embryogeny, and engineering. The book will be of interest to researchers, practitioners and graduate students in natural computing, engineering design, biology and the creative arts.

Evolutionary and Biologically Inspired Music, Sound, Art and Design

Penousal Machado,Juan J. Romero,Adrian Carballal
Evolutionary and Biologically Inspired Music Sound Art and Design Book PDF

Author : Penousal Machado,Juan J. Romero,Adrian Carballal
Publisher : Springer
Page : 246 pages
File Size : 52,9 Mb
Release : 2012-03-23
Category : Computers
ISBN : 9783642291425

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Evolutionary and Biologically Inspired Music, Sound, Art and Design by Penousal Machado,Juan J. Romero,Adrian Carballal Pdf

This book constitutes the refereed proceedings of the First International Conference on Biologically Inspired Music, Sound, Art and Design, EvoMUSART 2012, held in Málaga, Spain, in April 2012, colocated with the Evo* 2012 events EuroGP, EvoCOP, EvoBIO, and EvoApplications. Due to its significant growth in the last 10 years, this 10th EvoMUSART event has become an Evo* conference in 2012. The 15 revised full papers and 5 poster papers presented were carefully reviewed and selected from 43 submissions. They cover a wide range of topics reflecting the current state of research in the field, including theory, generation, computer aided creativity, computational creativity, and automation.

A Field Guide to Genetic Programming

Anonim
A Field Guide to Genetic Programming Book PDF

Author : Anonim
Publisher : Lulu.com
Page : 252 pages
File Size : 46,8 Mb
Release : 2008
Category : Computers
ISBN : 9781409200734

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A Field Guide to Genetic Programming by Anonim Pdf

Genetic programming (GP) is a systematic, domain-independent method for getting computers to solve problems automatically starting from a high-level statement of what needs to be done. Using ideas from natural evolution, GP starts from an ooze of random computer programs, and progressively refines them through processes of mutation and sexual recombination, until high-fitness solutions emerge. All this without the user having to know or specify the form or structure of solutions in advance. GP has generated a plethora of human-competitive results and applications, including novel scientific discoveries and patentable inventions. This unique overview of this exciting technique is written by three of the most active scientists in GP. See www.gp-field-guide.org.uk for more information on the book.

Differential Evolution: A Handbook for Global Permutation-Based Combinatorial Optimization

Godfrey C. Onwubolu,Donald Davendra
Differential Evolution A Handbook for Global Permutation Based Combinatorial Optimization Book PDF

Author : Godfrey C. Onwubolu,Donald Davendra
Publisher : Springer Science & Business Media
Page : 226 pages
File Size : 48,7 Mb
Release : 2009-01-13
Category : Computers
ISBN : 9783540921509

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Differential Evolution: A Handbook for Global Permutation-Based Combinatorial Optimization by Godfrey C. Onwubolu,Donald Davendra Pdf

This is the first book devoted entirely to Differential Evolution (DE) for global permutative-based combinatorial optimization. Since its original development, DE has mainly been applied to solving problems characterized by continuous parameters. This means that only a subset of real-world problems could be solved by the original, classical DE algorithm. This book presents in detail the various permutative-based combinatorial DE formulations by their initiators in an easy-to-follow manner, through extensive illustrations and computer code. It is a valuable resource for professionals and students interested in DE in order to have full potentials of DE at their disposal as a proven optimizer. All source programs in C and Mathematica programming languages are downloadable from the website of Springer.

Ant Colony Optimization and Swarm Intelligence

Marco Dorigo,Mauro Birattari,Christian Blum,Maurice Clerc,Thomas Stützle,Alan Winfield
Ant Colony Optimization and Swarm Intelligence Book PDF

Author : Marco Dorigo,Mauro Birattari,Christian Blum,Maurice Clerc,Thomas Stützle,Alan Winfield
Publisher : Springer Science & Business Media
Page : 430 pages
File Size : 51,9 Mb
Release : 2008-09-10
Category : Computers
ISBN : 9783540875260

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Ant Colony Optimization and Swarm Intelligence by Marco Dorigo,Mauro Birattari,Christian Blum,Maurice Clerc,Thomas Stützle,Alan Winfield Pdf

The series of biannual international conferences “ANTS – International C- ference on Ant Colony Optimization and Swarm Intelligence”, now in its sixth edition, was started ten years ago, with the organization of ANTS’98. As some readers might recall, the ?rst edition of ANTS was titled “ANTS’98 – From Ant Colonies to Arti?cial Ants: First International Workshop on Ant Colony Op- mization. ” In fact, at that time the focus was mainly on ant colony optimization (ACO), the ?rst swarm intelligence algorithm to go beyond a pure scienti?c interest and to enter the realm of real-world applications. Interestingly, in the ten years after the ?rst edition there has been a gr- ing interest not only for ACO, but for a number of other studies that belong more generally to the area of swarmintelligence. The rapid growth of the swarm intelligence ?eld is attested by a number of indicators. First, the number of s- missions and participants to the ANTS conferences has steadily increased over the years. Second, a number of international conferences in computational - telligence and related disciplines organize workshops on subjects such as swarm intelligence, ant algorithms, ant colony optimization, and particle swarm op- mization. Third, IEEE startedorganizing,in 2003,the IEEE SwarmIntelligence Symposium (in order to maintain unity in this growing ?eld, we are currently establishingacooperationagreementbetweenIEEE SISandANTSsoastohave 1 IEEE SIS in odd years and ANTS in even years). Last, the Swarm Intelligence journal was born.

MICAI 2009: Advances in Artificial Intelligence

Arturo Hernández Aguirre,Raúl Monroy Borja,Carlos Albetro Reyes García
MICAI 2009 Advances in Artificial Intelligence Book PDF

Author : Arturo Hernández Aguirre,Raúl Monroy Borja,Carlos Albetro Reyes García
Publisher : Springer Science & Business Media
Page : 759 pages
File Size : 54,9 Mb
Release : 2009-10-26
Category : Computers
ISBN : 9783642052576

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MICAI 2009: Advances in Artificial Intelligence by Arturo Hernández Aguirre,Raúl Monroy Borja,Carlos Albetro Reyes García Pdf

This book constitutes the refereed proceedings of the 8th Mexican International Conference on Artificial Intelligence, MICAI 2009, held in Guanajuato, Mexico, in November 2009. The 63 revised full papers presented together with one invited talk were carefully reviewed and selected from 215 submissions. The papers are organized in topical sections on logic and reasoning, ontologies, knowledge management and knowledge-based systems, uncertainty and probabilistic reasoning, natural language processing, data mining, machine learning, pattern recognition, computer vision and image processing, robotics, planning and scheduling, fuzzy logic, neural networks, intelligent tutoring systems, bioinformatics and medical applications, hybrid intelligent systems and evolutionary algorithms.

Genetic Programming IV

John R. Koza,Martin A. Keane,Matthew J. Streeter,William Mydlowec,Jessen Yu,Guido Lanza
Genetic Programming IV Book PDF

Author : John R. Koza,Martin A. Keane,Matthew J. Streeter,William Mydlowec,Jessen Yu,Guido Lanza
Publisher : Springer Science & Business Media
Page : 626 pages
File Size : 46,6 Mb
Release : 2005-03-21
Category : Computers
ISBN : 0387250670

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Genetic Programming IV by John R. Koza,Martin A. Keane,Matthew J. Streeter,William Mydlowec,Jessen Yu,Guido Lanza Pdf

Genetic Programming IV: Routine Human-Competitive Machine Intelligence presents the application of GP to a wide variety of problems involving automated synthesis of controllers, circuits, antennas, genetic networks, and metabolic pathways. The book describes fifteen instances where GP has created an entity that either infringes or duplicates the functionality of a previously patented 20th-century invention, six instances where it has done the same with respect to post-2000 patented inventions, two instances where GP has created a patentable new invention, and thirteen other human-competitive results. The book additionally establishes: GP now delivers routine human-competitive machine intelligence GP is an automated invention machine GP can create general solutions to problems in the form of parameterized topologies GP has delivered qualitatively more substantial results in synchrony with the relentless iteration of Moore's Law

Foundations of Genetic Algorithms 2001 (FOGA 6)

Worth Martin
Foundations of Genetic Algorithms 2001 FOGA 6 Book PDF

Author : Worth Martin
Publisher : Elsevier
Page : 351 pages
File Size : 50,8 Mb
Release : 2001-07-18
Category : Computers
ISBN : 9780080506876

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Foundations of Genetic Algorithms 2001 (FOGA 6) by Worth Martin Pdf

Foundations of Genetic Algorithms, Volume 6 is the latest in a series of books that records the prestigious Foundations of Genetic Algorithms Workshops, sponsored and organised by the International Society of Genetic Algorithms specifically to address theoretical publications on genetic algorithms and classifier systems. Genetic algorithms are one of the more successful machine learning methods. Based on the metaphor of natural evolution, a genetic algorithm searches the available information in any given task and seeks the optimum solution by replacing weaker populations with stronger ones. Includes research from academia, government laboratories, and industry Contains high calibre papers which have been extensively reviewed Continues the tradition of presenting not only current theoretical work but also issues that could shape future research in the field Ideal for researchers in machine learning, specifically those involved with evolutionary computation

Advances in Artificial Life

Wolfgang Banzhaf,Thomas Christaller,Peter Dittrich,Jan, T. Kim,Jens Ziegler
Advances in Artificial Life Book PDF

Author : Wolfgang Banzhaf,Thomas Christaller,Peter Dittrich,Jan, T. Kim,Jens Ziegler
Publisher : Springer
Page : 922 pages
File Size : 53,6 Mb
Release : 2011-03-31
Category : Computers
ISBN : 9783540394327

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Advances in Artificial Life by Wolfgang Banzhaf,Thomas Christaller,Peter Dittrich,Jan, T. Kim,Jens Ziegler Pdf

This book constitutes the refereed proceedings of the 7th European Conference on Artificial Life, ECAL 2003, held in Dortmund, Germany in September 2003. The 96 revised full papers presented were carefully reviewed and selected from more than 140 submissions. The papers are organized in topical sections on artificial chemistries, self-organization, and self-replication; artificial societies; cellular and neural systems; evolution and development; evolutionary and adaptive dynamics; languages and communication; methodologies and applications; and robotics and autonomous agents.

Genetic Programming Theory and Practice

Rick Riolo,Bill Worzel
Genetic Programming Theory and Practice Book PDF

Author : Rick Riolo,Bill Worzel
Publisher : Springer Science & Business Media
Page : 322 pages
File Size : 54,9 Mb
Release : 2012-12-06
Category : Computers
ISBN : 9781441989833

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Genetic Programming Theory and Practice by Rick Riolo,Bill Worzel Pdf

Genetic Programming Theory and Practice explores the emerging interaction between theory and practice in the cutting-edge, machine learning method of Genetic Programming (GP). The material contained in this contributed volume was developed from a workshop at the University of Michigan's Center for the Study of Complex Systems where an international group of genetic programming theorists and practitioners met to examine how GP theory informs practice and how GP practice impacts GP theory. The contributions cover the full spectrum of this relationship and are written by leading GP theorists from major universities, as well as active practitioners from leading industries and businesses. Chapters include such topics as John Koza's development of human-competitive electronic circuit designs; David Goldberg's application of "competent GA" methodology to GP; Jason Daida's discovery of a new set of factors underlying the dynamics of GP starting from applied research; and Stephen Freeland's essay on the lessons of biology for GP and the potential impact of GP on evolutionary theory.