Foundations In Grammatical Evolution For Dynamic Environments

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Foundations in Grammatical Evolution for Dynamic Environments

Ian Dempsey,Michael O'Neill,Anthony Brabazon
Foundations in Grammatical Evolution for Dynamic Environments Book PDF

Author : Ian Dempsey,Michael O'Neill,Anthony Brabazon
Publisher : Springer
Page : 189 pages
File Size : 43,9 Mb
Release : 2009-03-18
Category : Mathematics
ISBN : 9783642003141

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Foundations in Grammatical Evolution for Dynamic Environments by Ian Dempsey,Michael O'Neill,Anthony Brabazon Pdf

Dynamic environments abound, encompassing many real-world problems in fields as diverse as finance, engineering, biology and business. A vibrant research literature has emerged which takes inspiration from evolutionary processes to develop problem-solvers for these environments. 'Foundations in Grammatical Evolution for Dynamic Environments' is a cutting edge volume illustrating current state of the art in applying grammar-based evolutionary computation to solve real-world problems in dynamic environments. The book provides a clear introduction to dynamic environments and the types of change that can occur. This is followed by a detailed description of evolutionary computation, concentrating on the powerful Grammatical Evolution methodology. It continues by addressing fundamental issues facing all Evolutionary Algorithms in dynamic problems, such as how to adapt and generate constants, how to enhance evolvability and maintain diversity. Finally, the developed methods are illustrated with application to the real-world dynamic problem of trading on financial time-series. The book was written to be accessible to a wide audience and should be of interest to practitioners, academics and students, who are seeking to apply grammar-based evolutionary algorithms to solve problems in dynamic environments. 'Foundations in Grammatical Evolution for Dynamic Environments' is the second book dedicated to the topic of Grammatical Evolution.

Foundations in Grammatical Evolution for Dynamic Environments

Ian Dempsey,Michael O'Neill,Anthony Brabazon
Foundations in Grammatical Evolution for Dynamic Environments Book PDF

Author : Ian Dempsey,Michael O'Neill,Anthony Brabazon
Publisher : Springer Science & Business Media
Page : 200 pages
File Size : 53,6 Mb
Release : 2009-04-07
Category : Mathematics
ISBN : 9783642003134

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Foundations in Grammatical Evolution for Dynamic Environments by Ian Dempsey,Michael O'Neill,Anthony Brabazon Pdf

Dynamic environments abound, encompassing many real-world problems in fields as diverse as finance, engineering, biology and business. A vibrant research literature has emerged which takes inspiration from evolutionary processes to develop problem-solvers for these environments. 'Foundations in Grammatical Evolution for Dynamic Environments' is a cutting edge volume illustrating current state of the art in applying grammar-based evolutionary computation to solve real-world problems in dynamic environments. The book provides a clear introduction to dynamic environments and the types of change that can occur. This is followed by a detailed description of evolutionary computation, concentrating on the powerful Grammatical Evolution methodology. It continues by addressing fundamental issues facing all Evolutionary Algorithms in dynamic problems, such as how to adapt and generate constants, how to enhance evolvability and maintain diversity. Finally, the developed methods are illustrated with application to the real-world dynamic problem of trading on financial time-series. The book was written to be accessible to a wide audience and should be of interest to practitioners, academics and students, who are seeking to apply grammar-based evolutionary algorithms to solve problems in dynamic environments. 'Foundations in Grammatical Evolution for Dynamic Environments' is the second book dedicated to the topic of Grammatical Evolution.

Handbook of Grammatical Evolution

Conor Ryan,Michael O'Neill,JJ Collins
Handbook of Grammatical Evolution Book PDF

Author : Conor Ryan,Michael O'Neill,JJ Collins
Publisher : Springer
Page : 497 pages
File Size : 48,7 Mb
Release : 2018-09-11
Category : Computers
ISBN : 9783319787176

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Handbook of Grammatical Evolution by Conor Ryan,Michael O'Neill,JJ Collins Pdf

This handbook offers a comprehensive treatise on Grammatical Evolution (GE), a grammar-based Evolutionary Algorithm that employs a function to map binary strings into higher-level structures such as programs. GE's simplicity and modular nature make it a very flexible tool. Since its introduction almost twenty years ago, researchers have applied it to a vast range of problem domains, including financial modelling, parallel programming and genetics. Similarly, much work has been conducted to exploit and understand the nature of its mapping scheme, triggering additional research on everything from different grammars to alternative mappers to initialization. The book first introduces GE to the novice, providing a thorough description of GE along with historical key advances. Two sections follow, each composed of chapters from international leading researchers in the field. The first section concentrates on analysis of GE and its operation, giving valuable insight into set up and deployment. The second section consists of seven chapters describing radically different applications of GE. The contributions in this volume are beneficial to both novices and experts alike, as they detail the results and researcher experiences of applying GE to large scale and difficult problems. Topics include: • Grammar design • Bias in GE • Mapping in GE • Theory of disruption in GE · Structured GE · Geometric semantic GE · GE and semantics · Multi- and Many-core heterogeneous parallel GE · Comparing methods to creating constants in GE · Financial modelling with GE · Synthesis of parallel programs on multi-cores · Design, architecture and engineering with GE · Computational creativity and GE · GE in the prediction of glucose for diabetes · GE approaches to bioinformatics and system genomics · GE with coevolutionary algorithms in cybersecurity · Evolving behaviour trees with GE for platform games · Business analytics and GE for the prediction of patient recruitment in multicentre clinical trials

Genetic Programming

Krzysztof Krawiec,Alberto Moraglio,Ting Hu,A. Sima Etaner-Uyar,Bin Hu
Genetic Programming Book PDF

Author : Krzysztof Krawiec,Alberto Moraglio,Ting Hu,A. Sima Etaner-Uyar,Bin Hu
Publisher : Springer
Page : 277 pages
File Size : 48,5 Mb
Release : 2013-03-14
Category : Computers
ISBN : 9783642372070

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Genetic Programming by Krzysztof Krawiec,Alberto Moraglio,Ting Hu,A. Sima Etaner-Uyar,Bin Hu Pdf

This book constitutes the refereed proceedings of the 16th European Conference on Genetic Programming, EuroGP 2013, held in Vienna, Austria, in April 2013 co-located with the Evo* 2013 events, EvoMUSART, EvoCOP, EvoBIO, and EvoApplications. The 18 revised full papers presented together with 5 poster papers were carefully reviewed and selected from 47 submissions. The wide range of topics in this volume reflects the current state of research in the field, including different genres of GP (tree-based, linear, grammar-based, Cartesian), theory, novel operators, and applications.

Theory and Practice of Natural Computing

Carlos Martín-Vide,Roman Neruda,Miguel A. Vega-Rodríguez
Theory and Practice of Natural Computing Book PDF

Author : Carlos Martín-Vide,Roman Neruda,Miguel A. Vega-Rodríguez
Publisher : Springer
Page : 319 pages
File Size : 45,6 Mb
Release : 2017-12-12
Category : Computers
ISBN : 9783319710693

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Theory and Practice of Natural Computing by Carlos Martín-Vide,Roman Neruda,Miguel A. Vega-Rodríguez Pdf

This book constitutes the refereed proceedings of the 6th International Conference,on Theory and Practice of Natural Computing, TPNC 2017, held in Prague, Czech Republic, December 2017. The 22 full papers presented in this book, together with one invited talk, werecarefully reviewed and selected from 39 submissions. The papers are organized around the following topical sections: applications of natural computing; evolutionary computation; fuzzy logic; Molecular computation; neural networks; quantum computing.

Intuitionistic and Type-2 Fuzzy Logic Enhancements in Neural and Optimization Algorithms: Theory and Applications

Oscar Castillo,Patricia Melin,Janusz Kacprzyk
Intuitionistic and Type 2 Fuzzy Logic Enhancements in Neural and Optimization Algorithms Theory and Applications Book PDF

Author : Oscar Castillo,Patricia Melin,Janusz Kacprzyk
Publisher : Springer Nature
Page : 792 pages
File Size : 49,9 Mb
Release : 2020-02-27
Category : Technology & Engineering
ISBN : 9783030354459

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Intuitionistic and Type-2 Fuzzy Logic Enhancements in Neural and Optimization Algorithms: Theory and Applications by Oscar Castillo,Patricia Melin,Janusz Kacprzyk Pdf

This book describes the latest advances in fuzzy logic, neural networks, and optimization algorithms, as well as their hybrid intelligent combinations, and their applications in the areas such as intelligent control, robotics, pattern recognition, medical diagnosis, time series prediction, and optimization. The topic is highly relevant as most current intelligent systems and devices use some form of intelligent feature to enhance their performance. The book also presents new and advanced models and algorithms of type-2 fuzzy logic and intuitionistic fuzzy systems, which are of great interest to researchers in these areas. Further, it proposes novel, nature-inspired optimization algorithms and innovative neural models. Featuring contributions on theoretical aspects as well as applications, the book appeals to a wide audience.

Clever Algorithms

Jason Brownlee
Clever Algorithms Book PDF

Author : Jason Brownlee
Publisher : Jason Brownlee
Page : 437 pages
File Size : 49,9 Mb
Release : 2011
Category : Computers
ISBN : 9781446785065

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Clever Algorithms by Jason Brownlee Pdf

This book provides a handbook of algorithmic recipes from the fields of Metaheuristics, Biologically Inspired Computation and Computational Intelligence that have been described in a complete, consistent, and centralized manner. These standardized descriptions were carefully designed to be accessible, usable, and understandable. Most of the algorithms described in this book were originally inspired by biological and natural systems, such as the adaptive capabilities of genetic evolution and the acquired immune system, and the foraging behaviors of birds, bees, ants and bacteria. An encyclopedic algorithm reference, this book is intended for research scientists, engineers, students, and interested amateurs. Each algorithm description provides a working code example in the Ruby Programming Language.

Genetic Programming Theory and Practice XVI

Wolfgang Banzhaf,Lee Spector,Leigh Sheneman
Genetic Programming Theory and Practice XVI Book PDF

Author : Wolfgang Banzhaf,Lee Spector,Leigh Sheneman
Publisher : Springer
Page : 234 pages
File Size : 50,6 Mb
Release : 2019-01-23
Category : Computers
ISBN : 9783030047351

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Genetic Programming Theory and Practice XVI by Wolfgang Banzhaf,Lee Spector,Leigh Sheneman Pdf

These contributions, written by the foremost international researchers and practitioners of Genetic Programming (GP), explore the synergy between theoretical and empirical results on real-world problems, producing a comprehensive view of the state of the art in GP. Topics in this volume include: evolving developmental programs for neural networks solving multiple problems, tangled program, transfer learning and outlier detection using GP, program search for machine learning pipelines in reinforcement learning, automatic programming with GP, new variants of GP, like SignalGP, variants of lexicase selection, and symbolic regression and classification techniques. The volume includes several chapters on best practices and lessons learned from hands-on experience. Readers will discover large-scale, real-world applications of GP to a variety of problem domains via in-depth presentations of the latest and most significant results.

Signal Processing and Information Technology

Vinu V Das,Ezendu Ariwa,Syarifah Bahiyah Rahayu
Signal Processing and Information Technology Book PDF

Author : Vinu V Das,Ezendu Ariwa,Syarifah Bahiyah Rahayu
Publisher : Springer
Page : 301 pages
File Size : 42,7 Mb
Release : 2012-07-25
Category : Computers
ISBN : 9783642325731

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Signal Processing and Information Technology by Vinu V Das,Ezendu Ariwa,Syarifah Bahiyah Rahayu Pdf

This book constitutes the thoroughly refereed post-conference proceedings of the First International Joint Conference on Advances in Signal Processing and Information Technology (SPIT 2011) and Recent Trends in Information Processing and Computing (IPC 2011) held in Amsterdam, The Netherlands, in December 2011. The 50 revised full papers presented were carefully selected from 298 submissions. Conference papers promote research and development activities in computer science, information technology, computational engineering, image and signal processing, and communication.

Genetic Programming

Sara Silva,James A. Foster,Miguel Nicolau,Penousal Machado,Mario Giacobini
Genetic Programming Book PDF

Author : Sara Silva,James A. Foster,Miguel Nicolau,Penousal Machado,Mario Giacobini
Publisher : Springer
Page : 348 pages
File Size : 55,7 Mb
Release : 2011-04-27
Category : Computers
ISBN : 9783642204074

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Genetic Programming by Sara Silva,James A. Foster,Miguel Nicolau,Penousal Machado,Mario Giacobini Pdf

This book constitutes the refereed proceedings of the 14th European Conference on Genetic Programming, EuroGP 2011, held in Torino, Italy, in April 2011 co-located with the Evo* 2011 events. This 20 revised full papers presented together with 9 poster papers were carefully reviewed and selected from 59 submissions. The wide range of topics in this volume reflect the current state of research in the field, including representations, theory, novel operators and techniques, self organization, and applications.

Genetic Programming

Anna Isabel Esparcia-Alcazar,Aniko Ekart,Sara Silva,Stephen Dignum,A. Sima Uyar
Genetic Programming Book PDF

Author : Anna Isabel Esparcia-Alcazar,Aniko Ekart,Sara Silva,Stephen Dignum,A. Sima Uyar
Publisher : Springer
Page : 336 pages
File Size : 49,9 Mb
Release : 2010-04-03
Category : Computers
ISBN : 9783642121487

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Genetic Programming by Anna Isabel Esparcia-Alcazar,Aniko Ekart,Sara Silva,Stephen Dignum,A. Sima Uyar Pdf

Genetic Programming comprises of proceedings of the 12th European Conference on Genetic Programming, EuroGP 2010. Topics include novel models, performance enhancements, extensions of genetic programming, and various applications.

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 : 236 pages
File Size : 47,5 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.

Natural Computing Algorithms

Anthony Brabazon,Michael O'Neill,Seán McGarraghy
Natural Computing Algorithms Book PDF

Author : Anthony Brabazon,Michael O'Neill,Seán McGarraghy
Publisher : Springer
Page : 554 pages
File Size : 41,8 Mb
Release : 2015-10-08
Category : Computers
ISBN : 9783662436318

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Natural Computing Algorithms by Anthony Brabazon,Michael O'Neill,Seán McGarraghy Pdf

The field of natural computing has been the focus of a substantial research effort in recent decades. One particular strand of this research concerns the development of computational algorithms using metaphorical inspiration from systems and phenomena that occur in the natural world. These naturally inspired computing algorithms have proven to be successful problem-solvers across domains as diverse as management science, bioinformatics, finance, marketing, engineering, architecture and design. This book is a comprehensive introduction to natural computing algorithms, suitable for academic and industrial researchers and for undergraduate and graduate courses on natural computing in computer science, engineering and management science.

Applications of Evolutionary Computation

Giovanni Squillero,Kevin Sim
Applications of Evolutionary Computation Book PDF

Author : Giovanni Squillero,Kevin Sim
Publisher : Springer
Page : 905 pages
File Size : 49,8 Mb
Release : 2017-04-03
Category : Computers
ISBN : 9783319558493

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Applications of Evolutionary Computation by Giovanni Squillero,Kevin Sim Pdf

The two volumes LNCS 10199 and 10200 constitute the refereed conference proceedings of the 20th European Conference on the Applications of Evolutionary Computation, EvoApplications 2017, held in Amsterdam, The Netherlands, in April 2017, collocated with the Evo* 2016 events EuroGP, EvoCOP, and EvoMUSART. The 46 revised full papers presented together with 26 poster papers were carefully reviewed and selected from 108 submissions. EvoApplications 2016 consisted of the following 13 tracks: EvoBAFIN (natural computing methods in business analytics and finance), 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), EvoGAMES (bio-inspired algorithms in games), EvoIASP (evolutionary computation in image analysis, signal processing, and pattern recognition), EvoINDUSTRY (nature-inspired techniques in industrial settings), EvoKNOW (knowledge incorporation in evolutionary computation), EvoNUM (bio-inspired algorithms for continuous parameter optimization), EvoPAR (parallel implementation of evolutionary algorithms), EvoROBOT (evolutionary robotics), EvoSET (nature-inspired algorithms in software engineering and testing), and EvoSTOC (evolutionary algorithms in stochastic and dynamic environments).

Advanced Computing Technologies and Applications

Hari Vasudevan,Antonis Michalas,Narendra Shekokar,Meera Narvekar
Advanced Computing Technologies and Applications Book PDF

Author : Hari Vasudevan,Antonis Michalas,Narendra Shekokar,Meera Narvekar
Publisher : Springer Nature
Page : 686 pages
File Size : 41,6 Mb
Release : 2020-05-06
Category : Technology & Engineering
ISBN : 9789811532429

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Advanced Computing Technologies and Applications by Hari Vasudevan,Antonis Michalas,Narendra Shekokar,Meera Narvekar Pdf

This book features selected papers presented at the 2nd International Conference on Advanced Computing Technologies and Applications, held at SVKM’s Dwarkadas J. Sanghvi College of Engineering, Mumbai, India, from 28 to 29 February 2020. Covering recent advances in next-generation computing, the book focuses on recent developments in intelligent computing, such as linguistic computing, statistical computing, data computing and ambient applications.