Genetic Programming Theory And Practice Vi

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Genetic Programming Theory and Practice VI

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

Author : Rick Riolo,Terence Soule,Bill Worzel
Publisher : Springer Science & Business Media
Page : 281 pages
File Size : 49,6 Mb
Release : 2008-11-01
Category : Computers
ISBN : 9780387876238

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

Genetic Programming Theory and Practice VI was developed from the sixth workshop at the University of Michigan’s Center for the Study of Complex Systems to facilitate the exchange of ideas and information related to the rapidly advancing field of Genetic Programming (GP). Contributions from the foremost international researchers and practitioners in the GP arena examine the similarities and differences between theoretical and empirical results on real-world problems. The text explores the synergy between theory and practice, producing a comprehensive view of the state of the art in GP application. These contributions address several significant interdependent themes which emerged from this year’s workshop, including: (1) Making efficient and effective use of test data. (2) Sustaining the long-term evolvability of our GP systems. (3) Exploiting discovered subsolutions for reuse. (4) Increasing the role of a Domain Expert.

Genetic Programming Theory and Practice VI

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

Author : Rick Riolo,Terence Soule,Bill Worzel
Publisher : Springer
Page : 274 pages
File Size : 40,7 Mb
Release : 2008-11-01
Category : Computers
ISBN : 0387876359

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

Genetic Programming Theory and Practice VI was developed from the sixth workshop at the University of Michigan’s Center for the Study of Complex Systems to facilitate the exchange of ideas and information related to the rapidly advancing field of Genetic Programming (GP). Contributions from the foremost international researchers and practitioners in the GP arena examine the similarities and differences between theoretical and empirical results on real-world problems. The text explores the synergy between theory and practice, producing a comprehensive view of the state of the art in GP application. These contributions address several significant interdependent themes which emerged from this year’s workshop, including: (1) Making efficient and effective use of test data. (2) Sustaining the long-term evolvability of our GP systems. (3) Exploiting discovered subsolutions for reuse. (4) Increasing the role of a Domain Expert.

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 : 346 pages
File Size : 52,5 Mb
Release : 2003-11-30
Category : Computers
ISBN : 1402075812

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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. The book also includes chapters on the dynamics of GP, the selection of operators and population sizing, specific applications such as stock selection in emerging markets, predicting oil field production, modeling chemical production processes, and developing new diagnostics from genomic data. Genetic Programming Theory and Practice is an excellent reference for researchers working in evolutionary algorithms and for practitioners seeking innovative methods to solve difficult computing problems.

Genetic Programming Theory and Practice X

Rick Riolo,Ekaterina Vladislavleva,Marylyn D Ritchie,Jason H. Moore
Genetic Programming Theory and Practice X Book PDF

Author : Rick Riolo,Ekaterina Vladislavleva,Marylyn D Ritchie,Jason H. Moore
Publisher : Springer Science & Business Media
Page : 242 pages
File Size : 55,7 Mb
Release : 2013-05-24
Category : Computers
ISBN : 9781461468462

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Genetic Programming Theory and Practice X by Rick Riolo,Ekaterina Vladislavleva,Marylyn D Ritchie,Jason H. Moore 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: evolutionary constraints, relaxation of selection mechanisms, diversity preservation strategies, flexing fitness evaluation, evolution in dynamic environments, multi-objective and multi-modal selection, foundations of evolvability, evolvable and adaptive evolutionary operators, foundation of injecting expert knowledge in evolutionary search, analysis of problem difficulty and required GP algorithm complexity, foundations in running GP on the cloud – communication, cooperation, flexible implementation, and ensemble methods. Additional focal points for GP symbolic regression are: (1) The need to guarantee convergence to solutions in the function discovery mode; (2) Issues on model validation; (3) The need for model analysis workflows for insight generation based on generated GP solutions – model exploration, visualization, variable selection, dimensionality analysis; (4) Issues in combining different types of data. 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.

Genetic Programming Theory and Practice VII

Rick Riolo,Una-May O'Reilly,Trent McConaghy
Genetic Programming Theory and Practice VII Book PDF

Author : Rick Riolo,Una-May O'Reilly,Trent McConaghy
Publisher : Springer Science & Business Media
Page : 242 pages
File Size : 53,8 Mb
Release : 2009-11-07
Category : Computers
ISBN : 9781441916266

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Genetic Programming Theory and Practice VII by Rick Riolo,Una-May O'Reilly,Trent McConaghy Pdf

Genetic Programming Theory and Practice VII presents the results of the annual Genetic Programming Theory and Practice Workshop, contributed by the foremost international researchers and practitioners in the GP arena. Contributions examine the similarities and differences between theoretical and empirical results on real-world problems, and explore the synergy between theory and practice, producing a comprehensive view of the state of the art in GP application. Application areas include chemical process control, circuit design, financial data mining and bio-informatics, to name a few. About this book: Discusses the hurdles encountered when solving large-scale, cutting-edge applications, provides in-depth presentations of the latest and most significant applications of GP and the most recent theoretical results with direct applicability to state-of-the-art problems. Genetic Programming Theory and Practice VII is suitable for researchers, practitioners and students of Genetic Programming, including industry technical staffs, technical consultants and business entrepreneurs.

Genetic Programming Theory and Practice XIII

Rick Riolo,W.P. Worzel,Mark Kotanchek,Arthur Kordon
Genetic Programming Theory and Practice XIII Book PDF

Author : Rick Riolo,W.P. Worzel,Mark Kotanchek,Arthur Kordon
Publisher : Springer
Page : 262 pages
File Size : 55,7 Mb
Release : 2016-12-20
Category : Computers
ISBN : 9783319342238

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Genetic Programming Theory and Practice XIII by Rick Riolo,W.P. Worzel,Mark Kotanchek,Arthur Kordon 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: multi-objective genetic programming, learning heuristics, Kaizen programming, Evolution of Everything (EvE), lexicase selection, behavioral program synthesis, symbolic regression with noisy training data, graph databases, and multidimensional clustering. It also covers several chapters on best practices and lesson learned from hands-on experience. Additional application areas include financial operations, genetic analysis, and predicting product choice. 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.

Genetic Programming Theory and Practice III

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

Author : Tina Yu,Rick Riolo,Bill Worzel
Publisher : Springer Science & Business Media
Page : 321 pages
File Size : 53,7 Mb
Release : 2006-06-18
Category : Computers
ISBN : 9780387281117

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

Genetic Programming Theory and Practice III provides both researchers and industry professionals with the most recent developments in GP theory and practice by exploring the emerging interaction between theory and practice in the cutting-edge, machine learning method of Genetic Programming (GP). The contributions developed from a third workshop at the University of Michigan's Center for the Study of Complex Systems, where leading international genetic programming theorists from major universities and active practitioners from leading industries and businesses meet to examine and challenge how GP theory informs practice and how GP practice impacts GP theory. Applications are from a wide range of domains, including chemical process control, informatics, and circuit design, to name a few.

Genetic Programming Theory and Practice XIX

Leonardo Trujillo,Stephan M. Winkler,Sara Silva,Wolfgang Banzhaf
Genetic Programming Theory and Practice XIX Book PDF

Author : Leonardo Trujillo,Stephan M. Winkler,Sara Silva,Wolfgang Banzhaf
Publisher : Springer Nature
Page : 272 pages
File Size : 47,9 Mb
Release : 2023-03-11
Category : Computers
ISBN : 9789811984600

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Genetic Programming Theory and Practice XIX by Leonardo Trujillo,Stephan M. Winkler,Sara Silva,Wolfgang Banzhaf Pdf

This book brings together some of the most impactful researchers in the field of Genetic Programming (GP), each one working on unique and interesting intersections of theoretical development and practical applications of this evolutionary-based machine learning paradigm. Topics of particular interest for this year ́s book include powerful modeling techniques through GP-based symbolic regression, novel selection mechanisms that help guide the evolutionary process, modular approaches to GP, and applications in cybersecurity, biomedicine and program synthesis, as well as papers by practitioner of GP that focus on usability and real-world results. In summary, readers will get a glimpse of the current state of the art in GP research.

Genetic Programming Theory and Practice V

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

Author : Rick Riolo,Terence Soule,Bill Worzel
Publisher : Springer Science & Business Media
Page : 279 pages
File Size : 54,5 Mb
Release : 2007-12-20
Category : Computers
ISBN : 9780387763088

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

Genetic Programming Theory and Practice V was developed from the fifth workshop at the University of Michigan’s Center for the Study of Complex Systems. It aims to facilitate the exchange of ideas and information related to the rapidly advancing field of Genetic Programming (GP). This volume is a unique and indispensable tool for academics, researchers and industry professionals involved in GP, evolutionary computation, machine learning and artificial intelligence.

Genetic Programming Theory and Practice VIII

Rick Riolo,Trent McConaghy,Ekaterina Vladislavleva
Genetic Programming Theory and Practice VIII Book PDF

Author : Rick Riolo,Trent McConaghy,Ekaterina Vladislavleva
Publisher : Springer Science & Business Media
Page : 248 pages
File Size : 46,5 Mb
Release : 2010-10-20
Category : Computers
ISBN : 9781441977472

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Genetic Programming Theory and Practice VIII by Rick Riolo,Trent McConaghy,Ekaterina Vladislavleva Pdf

The contributions in this volume are written by the foremost international researchers and practitioners in the GP arena. They examine the similarities and differences between theoretical and empirical results on real-world problems. The text explores the synergy between theory and practice, producing a comprehensive view of the state of the art in GP application. Topics include: FINCH: A System for Evolving Java, Practical Autoconstructive Evolution, The Rubik Cube and GP Temporal Sequence Learning, Ensemble classifiers: AdaBoost and Orthogonal Evolution of Teams, Self-modifying Cartesian GP, Abstract Expression Grammar Symbolic Regression, Age-Fitness Pareto Optimization, Scalable Symbolic Regression by Continuous Evolution, Symbolic Density Models, GP Transforms in Linear Regression Situations, Protein Interactions in a Computational Evolution System, Composition of Music and Financial Strategies via GP, and Evolutionary Art Using Summed Multi-Objective Ranks. 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 in GP .

Genetic Programming Theory and Practice IX

Rick Riolo,Ekaterina Vladislavleva,Jason H. Moore
Genetic Programming Theory and Practice IX Book PDF

Author : Rick Riolo,Ekaterina Vladislavleva,Jason H. Moore
Publisher : Springer Science & Business Media
Page : 264 pages
File Size : 48,7 Mb
Release : 2011-11-02
Category : Computers
ISBN : 9781461417705

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Genetic Programming Theory and Practice IX by Rick Riolo,Ekaterina Vladislavleva,Jason H. Moore 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 include: modularity and scalability; evolvability; human-competitive results; the need for important high-impact GP-solvable problems;; the risks of search stagnation and of cutting off paths to solutions; the need for novelty; empowering GP search with expert knowledge; In addition, GP symbolic regression is thoroughly discussed, addressing such topics as guaranteed reproducibility of SR; validating SR results, measuring and controlling genotypic complexity; controlling phenotypic complexity; identifying, monitoring, and avoiding over-fitting; finding a comprehensive collection of SR benchmarks, comparing SR to machine learning. This text is for all GP explorers. 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.

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 : 317 pages
File Size : 40,6 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.

Genetic Programming Theory and Practice II

Una-May O'Reilly,Tina Yu,Rick Riolo,Bill Worzel
Genetic Programming Theory and Practice II Book PDF

Author : Una-May O'Reilly,Tina Yu,Rick Riolo,Bill Worzel
Publisher : Springer Science & Business Media
Page : 330 pages
File Size : 43,6 Mb
Release : 2006-03-16
Category : Computers
ISBN : 9780387232546

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Genetic Programming Theory and Practice II by Una-May O'Reilly,Tina Yu,Rick Riolo,Bill Worzel Pdf

The work described in this book was first presented at the Second Workshop on Genetic Programming, Theory and Practice, organized by the Center for the Study of Complex Systems at the University of Michigan, Ann Arbor, 13-15 May 2004. The goal of this workshop series is to promote the exchange of research results and ideas between those who focus on Genetic Programming (GP) theory and those who focus on the application of GP to various re- world problems. In order to facilitate these interactions, the number of talks and participants was small and the time for discussion was large. Further, participants were asked to review each other's chapters before the workshop. Those reviewer comments, as well as discussion at the workshop, are reflected in the chapters presented in this book. Additional information about the workshop, addendums to chapters, and a site for continuing discussions by participants and by others can be found at http://cscs.umich.edu:8000/GPTP-20041. We thank all the workshop participants for making the workshop an exciting and productive three days. In particular we thank all the authors, without whose hard work and creative talents, neither the workshop nor the book would be possible. We also thank our keynote speakers Lawrence ("Dave") Davis of NuTech Solutions, Inc., Jordan Pollack of Brandeis University, and Richard Lenski of Michigan State University, who delivered three thought-provoking speeches that inspired a great deal of discussion among the participants.

Genetic Programming Theory and Practice XIV

Rick Riolo,Bill Worzel,Brian Goldman,Bill Tozier
Genetic Programming Theory and Practice XIV Book PDF

Author : Rick Riolo,Bill Worzel,Brian Goldman,Bill Tozier
Publisher : Springer
Page : 227 pages
File Size : 51,6 Mb
Release : 2018-10-24
Category : Computers
ISBN : 9783319970882

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Genetic Programming Theory and Practice XIV by Rick Riolo,Bill Worzel,Brian Goldman,Bill Tozier 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. Chapters in this volume include: Similarity-based Analysis of Population Dynamics in GP Performing Symbolic Regression Hybrid Structural and Behavioral Diversity Methods in GP Multi-Population Competitive Coevolution for Anticipation of Tax Evasion Evolving Artificial General Intelligence for Video Game Controllers A Detailed Analysis of a PushGP Run Linear Genomes for Structured Programs Neutrality, Robustness, and Evolvability in GP Local Search in GP PRETSL: Distributed Probabilistic Rule Evolution for Time-Series Classification Relational Structure in Program Synthesis Problems with Analogical Reasoning An Evolutionary Algorithm for Big Data Multi-Class Classification Problems A Generic Framework for Building Dispersion Operators in the Semantic Space Assisting Asset Model Development with Evolutionary Augmentation Building Blocks of Machine Learning Pipelines for Initialization of a Data Science Automation Tool 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.

Genetic Programming Theory and Practice XII

Rick Riolo,William P. Worzel,Mark Kotanchek
Genetic Programming Theory and Practice XII Book PDF

Author : Rick Riolo,William P. Worzel,Mark Kotanchek
Publisher : Springer
Page : 182 pages
File Size : 44,9 Mb
Release : 2015-06-04
Category : Computers
ISBN : 9783319160306

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Genetic Programming Theory and Practice XII by Rick Riolo,William P. Worzel,Mark Kotanchek 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: gene expression regulation, novel genetic models for glaucoma, inheritable epigenetics, combinators in genetic programming, sequential symbolic regression, system dynamics, sliding window symbolic regression, large feature problems, alignment in the error space, HUMIE winners, Boolean multiplexer function, and highly distributed genetic programming systems. Application areas include chemical process control, circuit design, financial data mining and bioinformatics. 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.