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Author: Ruhul Sarker
Publisher: Springer Science & Business Media
ISBN: 0792376544
Category : Business & Economics
Languages : en
Pages : 416
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Book Description
The use of evolutionary computation techniques has grown considerably over the past several years. Over this time, the use and applications of these techniques have been further enhanced resulting in a set of computational intelligence (also known as modern heuristics) tools that are particularly adept for solving complex optimization problems. Moreover, they are characteristically more robust than traditional methods based on formal logics or mathematical programming for many real world OR/MS problems. Hence, evolutionary computation techniques have dealt with complex optimization problems better than traditional optimization techniques although they can be applied to easy and simple problems where conventional techniques work well. Clearly there is a need for a volume that both reviews state-of-the-art evolutionary computation techniques, and surveys the most recent developments in their use for solving complex OR/MS problems. This volume on Evolutionary Optimization seeks to fill this need. Evolutionary Optimization is a volume of invited papers written by leading researchers in the field. All papers were peer reviewed by at least two recognized reviewers. The book covers the foundation as well as the practical side of evolutionary optimization.
Author: Ruhul Sarker
Publisher: Springer Science & Business Media
ISBN: 0792376544
Category : Business & Economics
Languages : en
Pages : 416
Get Book Here
Book Description
The use of evolutionary computation techniques has grown considerably over the past several years. Over this time, the use and applications of these techniques have been further enhanced resulting in a set of computational intelligence (also known as modern heuristics) tools that are particularly adept for solving complex optimization problems. Moreover, they are characteristically more robust than traditional methods based on formal logics or mathematical programming for many real world OR/MS problems. Hence, evolutionary computation techniques have dealt with complex optimization problems better than traditional optimization techniques although they can be applied to easy and simple problems where conventional techniques work well. Clearly there is a need for a volume that both reviews state-of-the-art evolutionary computation techniques, and surveys the most recent developments in their use for solving complex OR/MS problems. This volume on Evolutionary Optimization seeks to fill this need. Evolutionary Optimization is a volume of invited papers written by leading researchers in the field. All papers were peer reviewed by at least two recognized reviewers. The book covers the foundation as well as the practical side of evolutionary optimization.
Author: Seyedali Mirjalili
Publisher: Springer Nature
ISBN: 9813299908
Category : Technology & Engineering
Languages : en
Pages : 287
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Book Description
This book provides an in-depth analysis of the current evolutionary machine learning techniques. Discussing the most highly regarded methods for classification, clustering, regression, and prediction, it includes techniques such as support vector machines, extreme learning machines, evolutionary feature selection, artificial neural networks including feed-forward neural networks, multi-layer perceptron, probabilistic neural networks, self-optimizing neural networks, radial basis function networks, recurrent neural networks, spiking neural networks, neuro-fuzzy networks, modular neural networks, physical neural networks, and deep neural networks. The book provides essential definitions, literature reviews, and the training algorithms for machine learning using classical and modern nature-inspired techniques. It also investigates the pros and cons of classical training algorithms. It features a range of proven and recent nature-inspired algorithms used to train different types of artificial neural networks, including genetic algorithm, ant colony optimization, particle swarm optimization, grey wolf optimizer, whale optimization algorithm, ant lion optimizer, moth flame algorithm, dragonfly algorithm, salp swarm algorithm, multi-verse optimizer, and sine cosine algorithm. The book also covers applications of the improved artificial neural networks to solve classification, clustering, prediction and regression problems in diverse fields.
Author: Kenneth A. De Jong
Publisher: MIT Press
ISBN: 0262303337
Category : Computers
Languages : en
Pages : 267
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Book Description
A clear and comprehensive introduction to the field of evolutionary computation that takes an integrated approach. Evolutionary computation, the use of evolutionary systems as computational processes for solving complex problems, is a tool used by computer scientists and engineers who want to harness the power of evolution to build useful new artifacts, by biologists interested in developing and testing better models of natural evolutionary systems, and by artificial life scientists for designing and implementing new artificial evolutionary worlds. In this clear and comprehensive introduction to the field, Kenneth De Jong presents an integrated view of the state of the art in evolutionary computation. Although other books have described such particular areas of the field as genetic algorithms, genetic programming, evolution strategies, and evolutionary programming, Evolutionary Computation is noteworthy for considering these systems as specific instances of a more general class of evolutionary algorithms. This useful overview of a fragmented field is suitable for classroom use or as a reference for computer scientists and engineers.
Author: Vic Grout
Publisher: Lulu.com
ISBN: 1483459055
Category : Fiction
Languages : en
Pages : 390
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Book Description
The intensely thought-provoking science fiction novel, Conscious, is set a year or three into the future. The 'Internet of Everything' is making the world a more connected place than ever before. Work, play, and everything else besides, are becoming increasingly automated ... and that's where the problem starts! Because something odd is happening: 'things' are beginning to misbehave and no-one can work out why. What starts as an amusing mystery quickly becomes very dangerous indeed. A ragged bunch of academics, scientists and philosophers are on the case - and may know the answer. But now they have to convince people that their crazy explanation is true. And that's only the start. Against a backdrop of a world suddenly beginning to fall apart, they're in a race against time to get someone to do anything about it. And not everyone is on their side! After a career of scientific publication, this is Vic's first fictional work.
Author: Michael Affenzeller
Publisher: CRC Press
ISBN: 1420011324
Category : Computers
Languages : en
Pages : 395
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Book Description
Genetic Algorithms and Genetic Programming: Modern Concepts and Practical Applications discusses algorithmic developments in the context of genetic algorithms (GAs) and genetic programming (GP). It applies the algorithms to significant combinatorial optimization problems and describes structure identification using HeuristicLab as a platform for al
Author:
Publisher:
ISBN: 9781615676668
Category : Application software
Languages : en
Pages : 291
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Book Description
Author: Nadia Nedjah
Publisher: Springer Science & Business Media
ISBN: 9783540253228
Category : Computers
Languages : en
Pages : 252
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Book Description
This book is devoted to reporting innovative and significant progress in fuzzy system engineering. Given the maturation of fuzzy logic, this book is dedicated to exploring the recent breakthroughs in fuzziness and soft computing in favour of intelligent system engineering. This monograph presents novel developments of the fuzzy theory as well as interesting applications of the fuzzy logic exploiting the theory to engineer intelligent systems.
Author:
Publisher: DEStech Publications, Inc
ISBN: 1605951994
Category : Computers
Languages : en
Pages : 828
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Book Description
CSSE2014 proceeding tends to collect the most up-to-date, comprehensive, and worldwide state-of-art knowledge on Computer Science and Software Engineering. All the accepted papers have been submitted to strict peer-review by 2–4 expert referees, and selected based on originality, significance and clarity for the purpose of the conference. The conference program is extremely rich, profound and featuring high-impact presentations of selected papers and additional late-breaking contributions. We sincerely hope that the conference would not only show the participants a broad overview of the latest research results on related fields, but also provide them with a significant platform for academic connection and exchange. The Technical Program Committee members have been working very hard to meet the deadline of review. The final conference program consists of 126 papers divided into 4 sessions.
Author: Steven Furnell
Publisher: Lulu.com
ISBN: 1841022594
Category :
Languages : en
Pages : 416
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Book Description
Author: Udo G. Bleimann
Publisher: Lulu.com
ISBN: 1841021962
Category : Computer security
Languages : en
Pages : 217
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Book Description
