Parallelism And Programming In Classifier Systems

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Parallelism and Programming in Classifier Systems

Author : Stephanie Forrest
Publisher : Elsevier
ISBN 13 : 0080513557
Total Pages : 224 pages
Book Rating : 4.0/5 (85 download)

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Book Synopsis Parallelism and Programming in Classifier Systems by : Stephanie Forrest

Download or read book Parallelism and Programming in Classifier Systems written by Stephanie Forrest and published by Elsevier. This book was released on 2014-06-28 with total page 224 pages. Available in PDF, EPUB and Kindle. Book excerpt: Parallelism and Programming in Classifier Systems deals with the computational properties of the underlying parallel machine, including computational completeness, programming and representation techniques, and efficiency of algorithms. In particular, efficient classifier system implementations of symbolic data structures and reasoning procedures are presented and analyzed in detail. The book shows how classifier systems can be used to implement a set of useful operations for the classification of knowledge in semantic networks. A subset of the KL-ONE language was chosen to demonstrate these operations. Specifically, the system performs the following tasks: (1) given the KL-ONE description of a particular semantic network, the system produces a set of production rules (classifiers) that represent the network; and (2) given the description of a new term, the system determines the proper location of the new term in the existing network. These two parts of the system are described in detail. The implementation reveals certain computational properties of classifier systems, including completeness, operations that are particularly natural and efficient, and those that are quite awkward. The book shows how high-level symbolic structures can be built up from classifier systems, and it demonstrates that the parallelism of classifier systems can be exploited to implement them efficiently. This is significant since classifier systems must construct large sophisticated models and reason about them if they are to be truly ""intelligent."" Parallel organizations are of interest to many areas of computer science, such as hardware specification, programming language design, configuration of networks of separate machines, and artificial intelligence This book concentrates on a particular type of parallel organization and a particular problem in the area of AI, but the principles that are elucidated are applicable in the wider setting of computer science.

Learning Classifier Systems

Author : Pier L. Lanzi
Publisher : Springer
ISBN 13 : 3540450270
Total Pages : 344 pages
Book Rating : 4.5/5 (44 download)

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Book Synopsis Learning Classifier Systems by : Pier L. Lanzi

Download or read book Learning Classifier Systems written by Pier L. Lanzi and published by Springer. This book was released on 2003-06-26 with total page 344 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learning Classifier Systems (LCS) are a machine learning paradigm introduced by John Holland in 1976. They are rule-based systems in which learning is viewed as a process of ongoing adaptation to a partially unknown environment through genetic algorithms and temporal difference learning. This book provides a unique survey of the current state of the art of LCS and highlights some of the most promising research directions. The first part presents various views of leading people on what learning classifier systems are. The second part is devoted to advanced topics of current interest, including alternative representations, methods for evaluating rule utility, and extensions to existing classifier system models. The final part is dedicated to promising applications in areas like data mining, medical data analysis, economic trading agents, aircraft maneuvering, and autonomous robotics. An appendix comprising 467 entries provides a comprehensive LCS bibliography.

Advances in Learning Classifier Systems

Author : Pier L. Lanzi
Publisher : Springer
ISBN 13 : 3540446400
Total Pages : 270 pages
Book Rating : 4.5/5 (44 download)

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Book Synopsis Advances in Learning Classifier Systems by : Pier L. Lanzi

Download or read book Advances in Learning Classifier Systems written by Pier L. Lanzi and published by Springer. This book was released on 2003-07-31 with total page 270 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learning classi er systems are rule-based systems that exploit evolutionary c- putation and reinforcement learning to solve di cult problems. They were - troduced in 1978 by John H. Holland, the father of genetic algorithms, and since then they have been applied to domains as diverse as autonomous robotics, trading agents, and data mining. At the Second International Workshop on Learning Classi er Systems (IWLCS 99), held July 13, 1999, in Orlando, Florida, active researchers reported on the then current state of learning classi er system research and highlighted some of the most promising research directions. The most interesting contri- tions to the meeting are included in the book Learning Classi er Systems: From Foundations to Applications, published as LNAI 1813 by Springer-Verlag. The following year, the Third International Workshop on Learning Classi er Systems (IWLCS 2000), held September 15{16 in Paris, gave participants the opportunity to discuss further advances in learning classi er systems. We have included in this volume revised and extended versions of thirteen of the papers presented at the workshop.

Learning Classifier Systems

Author : Pier Luca Lanzi
Publisher : Springer Science & Business Media
ISBN 13 : 3540205446
Total Pages : 238 pages
Book Rating : 4.5/5 (42 download)

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Book Synopsis Learning Classifier Systems by : Pier Luca Lanzi

Download or read book Learning Classifier Systems written by Pier Luca Lanzi and published by Springer Science & Business Media. This book was released on 2003-11-24 with total page 238 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 5th International Workshop on Learning Classifier Systems, IWLCS 2003, held in Granada, Spain in September 2003 in conjunction with PPSN VII. The 10 revised full papers presented together with a comprehensive bibliography on learning classifier systems were carefully reviewed and selected during two rounds of refereeing and improvement. All relevant issues in the area are addressed.

Genetic Programming

Author : John R. Koza
Publisher : MIT Press
ISBN 13 : 9780262111706
Total Pages : 856 pages
Book Rating : 4.1/5 (117 download)

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Book Synopsis Genetic Programming by : John R. Koza

Download or read book Genetic Programming written by John R. Koza and published by MIT Press. This book was released on 1992 with total page 856 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this ground-breaking book, John Koza shows how this remarkable paradigm works and provides substantial empirical evidence that solutions to a great variety of problems from many different fields can be found by genetically breeding populations of computer programs. Genetic programming may be more powerful than neural networks and other machine learning techniques, able to solve problems in a wider range of disciplines. In this ground-breaking book, John Koza shows how this remarkable paradigm works and provides substantial empirical evidence that solutions to a great variety of problems from many different fields can be found by genetically breeding populations of computer programs. Genetic Programming contains a great many worked examples and includes a sample computer code that will allow readers to run their own programs.In getting computers to solve problems without being explicitly programmed, Koza stresses two points: that seemingly different problems from a variety of fields can be reformulated as problems of program induction, and that the recently developed genetic programming paradigm provides a way to search the space of possible computer programs for a highly fit individual computer program to solve the problems of program induction. Good programs are found by evolving them in a computer against a fitness measure instead of by sitting down and writing them.

Parallel Computing and Transputers

Author : D. Arnold
Publisher : IOS Press
ISBN 13 : 9789051991499
Total Pages : 398 pages
Book Rating : 4.9/5 (914 download)

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Book Synopsis Parallel Computing and Transputers by : D. Arnold

Download or read book Parallel Computing and Transputers written by D. Arnold and published by IOS Press. This book was released on 1994 with total page 398 pages. Available in PDF, EPUB and Kindle. Book excerpt: The broadening of interest in parellel computing and transputers is reflected in this text. Topics covered include: concurrent programming; graphics and image processing; and robotics and control. It is based on the proceedings of the 6th Australian Transputer and Occam User Group.

Genetic Algorithms and their Applications

Author : John J. Grefenstette
Publisher : Psychology Press
ISBN 13 : 1134989733
Total Pages : 269 pages
Book Rating : 4.1/5 (349 download)

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Book Synopsis Genetic Algorithms and their Applications by : John J. Grefenstette

Download or read book Genetic Algorithms and their Applications written by John J. Grefenstette and published by Psychology Press. This book was released on 2013-08-21 with total page 269 pages. Available in PDF, EPUB and Kindle. Book excerpt: First Published in 1987. This is the collected proceedings of the second International Conference on Genetic Algorithms held at the Massachusetts Institute of Technology, Cambridge, MA on the 28th to the 31st July 1987. With papers on Genetic search theory, Adaptive search operators, representation issues, connectionism and parallelism, credit assignment ad learning, and applications.

Genetic Programming III

Author : John R. Koza
Publisher : Morgan Kaufmann
ISBN 13 : 9781558605435
Total Pages : 1516 pages
Book Rating : 4.6/5 (54 download)

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Book Synopsis Genetic Programming III by : John R. Koza

Download or read book Genetic Programming III written by John R. Koza and published by Morgan Kaufmann. This book was released on 1999 with total page 1516 pages. Available in PDF, EPUB and Kindle. Book excerpt: Genetic programming (GP) is a method for getting a computer to solve a problem by telling it what needs to be done instead of how to do it. Koza, Bennett, Andre, and Keane present genetically evolved solutions to dozens of problems of design, control, classification, system identification, and computational molecular biology. Among the solutions are 14 results competitive with human-produced results, including 10 rediscoveries of previously patented inventions.

Parallel Problem Solving from Nature - PPSN VII

Author : Juan J. Merelo
Publisher : Springer
ISBN 13 : 3540457127
Total Pages : 935 pages
Book Rating : 4.5/5 (44 download)

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Book Synopsis Parallel Problem Solving from Nature - PPSN VII by : Juan J. Merelo

Download or read book Parallel Problem Solving from Nature - PPSN VII written by Juan J. Merelo and published by Springer. This book was released on 2003-06-30 with total page 935 pages. Available in PDF, EPUB and Kindle. Book excerpt: We are proud to introduce the proceedings of the Seventh International C- ference on Parallel Problem Solving from Nature, PPSN VII, held in Granada, Spain, on 7–11 September 2002. PPSN VII was organized back-to-back with the Foundations of Genetic Algorithms (FOGA) conference, which took place in Torremolinos, Malaga, Spain, in the preceding week. ThePPSNseriesofconferencesstartedinDortmund,Germany[1].Fromthat pioneering meeting, the event has been held biennially, in Brussels, Belgium [2], Jerusalem, Israel [3], Berlin, Germany [4], Amsterdam, The Netherlands [5], and Paris, France [6]. During the Paris conference, several bids to host PPSN 2002 were put forward; it was decided that the conference would be held in Granada with Juan J. Merelo Guerv ́ os as General Chairman. The scienti?c content of the PPSN conference focuses on problem-solving paradigms gleaned from natural models, with an obvious emphasis on those that display an innate parallelism, such as evolutionary algorithms and ant-colony optimization algorithms. The majority of the papers, however, concentrate on evolutionary and hybrid algorithms, as is shown in the contents of this book and itspredecessors.Thiseditionoftheconferenceproceedingshasalargesectionon applications,betheytoclassicalproblemsortoreal-worldengineeringproblems, which shows how bioinspired algorithms are extending their use in the realms of business and enterprise.

Parallel Problem Solving from Nature - PPSN VII

Author : Juan Julián Merelo Guervós
Publisher : Springer Science & Business Media
ISBN 13 : 3540441395
Total Pages : 935 pages
Book Rating : 4.5/5 (44 download)

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Book Synopsis Parallel Problem Solving from Nature - PPSN VII by : Juan Julián Merelo Guervós

Download or read book Parallel Problem Solving from Nature - PPSN VII written by Juan Julián Merelo Guervós and published by Springer Science & Business Media. This book was released on 2002-08-26 with total page 935 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 7th International Conference on Parallel Problem Solving from Nature,PPSN 2002, held in Granada, Spain in September 2002. The 90 revised full papers presented were carefully reviewed and selected from 181 submissions. The papers are organized in topical sections on evolutionary algorithms theory, representation and codification, variation operators, evolutionary techniques and coevolution, multiobjective optimization, new techniques for evolutionary algorithms, hybrid algorithms, learning classifier systems, implementation of evolutionary algorithms, applications, and cellular automata and ant colony optimization.

Parallel Problem Solving from Nature - PPSN VIII

Author : Xin Yao
Publisher : Springer
ISBN 13 : 3540302174
Total Pages : 1204 pages
Book Rating : 4.5/5 (43 download)

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Book Synopsis Parallel Problem Solving from Nature - PPSN VIII by : Xin Yao

Download or read book Parallel Problem Solving from Nature - PPSN VIII written by Xin Yao and published by Springer. This book was released on 2004-12-16 with total page 1204 pages. Available in PDF, EPUB and Kindle. Book excerpt: We are very pleased to present this LNCS volume, the proceedings of the 8th InternationalConferenceonParallelProblemSolvingfromNature(PPSNVIII). PPSN is one of the most respected and highly regarded conference series in evolutionary computation and natural computing/computation. This biennial eventwas?rstheldinDortmundin1990,andtheninBrussels(1992),Jerusalem (1994), Berlin (1996), Amsterdam (1998), Paris (2000), and Granada (2002). PPSN VIII continues to be the conference of choice by researchers all over the world who value its high quality. We received a record 358 paper submissions this year. After an extensive peer review process involving more than 1100 reviews, the programme c- mittee selected the top 119 papers for inclusion in this volume and, of course, for presentation at the conference. This represents an acceptance rate of 33%. Please note that review reports with scores only but no textual comments were not considered in the chairs’ ranking decisions. The papers included in this volume cover a wide range of topics, from e- lutionary computation to swarm intelligence and from bio-inspired computing to real-world applications. They represent some of the latest and best research in evolutionary and natural computation. Following the PPSN tradition, all - persatPPSNVIII werepresentedasposters.Therewere7 sessions:eachsession consisting of around 17 papers. For each session, we covered as wide a range of topics as possible so that participants with di?erent interests would ?nd some relevant papers at every session.

Parallel and Distributed Processing

Author : Jose Rolim
Publisher : Springer
ISBN 13 : 3540455914
Total Pages : 667 pages
Book Rating : 4.5/5 (44 download)

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Book Synopsis Parallel and Distributed Processing by : Jose Rolim

Download or read book Parallel and Distributed Processing written by Jose Rolim and published by Springer. This book was released on 2003-06-26 with total page 667 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume contains the proceedings from the workshops held in conjunction with the IEEE International Parallel and Distributed Processing Symposium, IPDPS 2000, on 1-5 May 2000 in Cancun, Mexico. The workshopsprovidea forum for bringing together researchers,practiti- ers, and designers from various backgrounds to discuss the state of the art in parallelism.Theyfocusondi erentaspectsofparallelism,fromruntimesystems to formal methods, from optics to irregular problems, from biology to networks of personal computers, from embedded systems to programming environments; the following workshops are represented in this volume: { Workshop on Personal Computer Based Networks of Workstations { Workshop on Advances in Parallel and Distributed Computational Models { Workshop on Par. and Dist. Comp. in Image, Video, and Multimedia { Workshop on High-Level Parallel Prog. Models and Supportive Env. { Workshop on High Performance Data Mining { Workshop on Solving Irregularly Structured Problems in Parallel { Workshop on Java for Parallel and Distributed Computing { WorkshoponBiologicallyInspiredSolutionsto ParallelProcessingProblems { Workshop on Parallel and Distributed Real-Time Systems { Workshop on Embedded HPC Systems and Applications { Recon gurable Architectures Workshop { Workshop on Formal Methods for Parallel Programming { Workshop on Optics and Computer Science { Workshop on Run-Time Systems for Parallel Programming { Workshop on Fault-Tolerant Parallel and Distributed Systems All papers published in the workshops proceedings were selected by the p- gram committee on the basis of referee reports. Each paper was reviewed by independent referees who judged the papers for originality, quality, and cons- tency with the themes of the workshops.

Parallel Problem Solving from Nature-PPSN VI

Author : Marc Schoenauer
Publisher : Springer
ISBN 13 : 3540453563
Total Pages : 920 pages
Book Rating : 4.5/5 (44 download)

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Book Synopsis Parallel Problem Solving from Nature-PPSN VI by : Marc Schoenauer

Download or read book Parallel Problem Solving from Nature-PPSN VI written by Marc Schoenauer and published by Springer. This book was released on 2007-12-07 with total page 920 pages. Available in PDF, EPUB and Kindle. Book excerpt: We are proud to introduce the proceedings of the Sixth International Conference on Parallel Problem Solving from Nature, PPSN VI, held in Paris, Prance, on 18-20 September 2000. PPSN VI was organized in association with the Genetic and Evolutionary Computing Conference (GECCO'2000) and the Congress on Evolutionary Computation (CEC'2000), reflecting the beneficial interaction between the conference activities in Europe and in the USA in the field of natural computation. Starting in 1990 in Dortmund, Germany (Proceedings, LNCS vol. 496, Sprin ger, 1991), this biannual meeting has been held in Brussels, Belgium (Procee dings, Elsevier, 1992), Jerusalem, Israel (Proceedings, LNCS vol. 866, Springer, 1994), Berlin, Germany (Proceedings, LNCS vol. 1141, Springer, 1996), and Amsterdam, The Netherlands (Proceedings, LNCS vol. 1498, Springer, 1998), where it was decided that Paris would be the location of the 2000 conference with Marc Schoenauer as the general chair. The scientific content of the PPSN conference focuses on problem solving pa radigms gleaned from a natural models. Characteristic for Natural Computing is the metaphorical use of concepts, principles and mechanisms underlying natural systems, such as evolutionary processes involving mutation, recombination, and selection in natural evolution, annealing or punctuated equilibrium processes of many-particle systems in physics, growth processes in nature and economics, collective intelligence in biology, DNA-based computing in molecular chemistry, and multi-cellular behavioral processes in neural and immune networks.

Parallel Genetic Algorithms

Author : Joachim Stender
Publisher : IOS Press
ISBN 13 : 9789051990874
Total Pages : 230 pages
Book Rating : 4.9/5 (98 download)

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Book Synopsis Parallel Genetic Algorithms by : Joachim Stender

Download or read book Parallel Genetic Algorithms written by Joachim Stender and published by IOS Press. This book was released on 1993 with total page 230 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Deep Learning and Parallel Computing Environment for Bioengineering Systems

Author : Arun Kumar Sangaiah
Publisher : Academic Press
ISBN 13 : 0128172932
Total Pages : 282 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Deep Learning and Parallel Computing Environment for Bioengineering Systems by : Arun Kumar Sangaiah

Download or read book Deep Learning and Parallel Computing Environment for Bioengineering Systems written by Arun Kumar Sangaiah and published by Academic Press. This book was released on 2019-07-26 with total page 282 pages. Available in PDF, EPUB and Kindle. Book excerpt: Deep Learning and Parallel Computing Environment for Bioengineering Systems delivers a significant forum for the technical advancement of deep learning in parallel computing environment across bio-engineering diversified domains and its applications. Pursuing an interdisciplinary approach, it focuses on methods used to identify and acquire valid, potentially useful knowledge sources. Managing the gathered knowledge and applying it to multiple domains including health care, social networks, mining, recommendation systems, image processing, pattern recognition and predictions using deep learning paradigms is the major strength of this book. This book integrates the core ideas of deep learning and its applications in bio engineering application domains, to be accessible to all scholars and academicians. The proposed techniques and concepts in this book can be extended in future to accommodate changing business organizations' needs as well as practitioners' innovative ideas. - Presents novel, in-depth research contributions from a methodological/application perspective in understanding the fusion of deep machine learning paradigms and their capabilities in solving a diverse range of problems - Illustrates the state-of-the-art and recent developments in the new theories and applications of deep learning approaches applied to parallel computing environment in bioengineering systems - Provides concepts and technologies that are successfully used in the implementation of today's intelligent data-centric critical systems and multi-media Cloud-Big data

Parallel Systems And Algorithms: Pasa '96 - Proceedings Of The 4th Workshop

Author : Ernst W Mayr
Publisher : World Scientific
ISBN 13 : 981454647X
Total Pages : 342 pages
Book Rating : 4.8/5 (145 download)

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Book Synopsis Parallel Systems And Algorithms: Pasa '96 - Proceedings Of The 4th Workshop by : Ernst W Mayr

Download or read book Parallel Systems And Algorithms: Pasa '96 - Proceedings Of The 4th Workshop written by Ernst W Mayr and published by World Scientific. This book was released on 1997-02-20 with total page 342 pages. Available in PDF, EPUB and Kindle. Book excerpt: The PASA Workshops aim to build a bridge between theory and practice in the area of parallel systems and algorithms. Practical problems which require theoretical investigations as well as the applicability of theoretical approaches and results to practice are discussed. A particularly important aspect is the communication and exchange of experiences between various groups working in various areas of parallel computing, e.g. computer science, electrical engineering, physics and mathematics.This volume discusses many aspects of parallel computing from a theoretical as well as a practice-oriented point of view. It shows that there are a number of promising approaches for the application of formal methods to the solution of practical problems in the area of parallel systems and algorithms.

Proceedings of the 4th Workshop on PASA '96, Parallel Systems & Algorithms, Research Center J?ulich, Germany, 10-12 April 1996

Author : Workshop on PASA '96
Publisher : World Scientific
ISBN 13 : 9814530069
Total Pages : 342 pages
Book Rating : 4.8/5 (145 download)

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Book Synopsis Proceedings of the 4th Workshop on PASA '96, Parallel Systems & Algorithms, Research Center J?ulich, Germany, 10-12 April 1996 by : Workshop on PASA '96

Download or read book Proceedings of the 4th Workshop on PASA '96, Parallel Systems & Algorithms, Research Center J?ulich, Germany, 10-12 April 1996 written by Workshop on PASA '96 and published by World Scientific. This book was released on 1997 with total page 342 pages. Available in PDF, EPUB and Kindle. Book excerpt: "The PASA Workshops aim to build a bridge between theory and practice in the area of parallel systems and algorithms. Practical problems which require theoretical investigations as well as the applicability of theoretical approaches and results to practice are discussed. A particularly important aspect is the communication and exchange of experiences between various groups working in various areas of parallel computing, e.g. computer science, electrical engineering, physics and mathematics. This volume discusses many aspects of parallel computing from a theoretical as well as a practice-oriented point of view. It shows that there are a number of promising approaches for the application of formal methods to the solution of practical problems in the area of parallel systems and algorithms."--Publisher's website