Artificial Neural Nets And Genetic Algorithms

Artificial Neural Nets and Genetic Algorithms PDF
Author: Rudolf F. Albrecht
Publisher: Springer Science & Business Media
ISBN: 370917533X
Size: 32.22 MB
Format: PDF, Mobi
Category : Computers
Languages : en
Pages : 737
View: 6644

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Artificial Neural Nets And Genetic Algorithms

by Rudolf F. Albrecht, Artificial Neural Nets And Genetic Algorithms Books available in PDF, EPUB, Mobi Format. Download Artificial Neural Nets And Genetic Algorithms books, Artificial neural networks and genetic algorithms both are areas of research which have their origins in mathematical models constructed in order to gain understanding of important natural processes. By focussing on the process models rather than the processes themselves, significant new computational techniques have evolved which have found application in a large number of diverse fields. This diversity is reflected in the topics which are the subjects of contributions to this volume. There are contributions reporting theoretical developments in the design of neural networks, and in the management of their learning. In a number of contributions, applications to speech recognition tasks, control of industrial processes as well as to credit scoring, and so on, are reflected. Regarding genetic algorithms, several methodological papers consider how genetic algorithms can be improved using an experimental approach, as well as by hybridizing with other useful techniques such as tabu search. The closely related area of classifier systems also receives a significant amount of coverage, aiming at better ways for their implementation. Further, while there are many contributions which explore ways in which genetic algorithms can be applied to real problems, nearly all involve some understanding of the context in order to apply the genetic algorithm paradigm more successfully. That this can indeed be done is evidenced by the range of applications covered in this volume.


Artificial Neural Nets And Genetic Algorithms

Artificial Neural Nets and Genetic Algorithms PDF
Author: David W. Pearson
Publisher: Springer Science & Business Media
ISBN: 3709175356
Size: 64.31 MB
Format: PDF
Category : Computers
Languages : en
Pages : 522
View: 5176

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Artificial Neural Nets And Genetic Algorithms

by David W. Pearson, Artificial Neural Nets And Genetic Algorithms Books available in PDF, EPUB, Mobi Format. Download Artificial Neural Nets And Genetic Algorithms books, Artificial neural networks and genetic algorithms both are areas of research which have their origins in mathematical models constructed in order to gain understanding of important natural processes. By focussing on the process models rather than the processes themselves, significant new computational techniques have evolved which have found application in a large number of diverse fields. This diversity is reflected in the topics which are subjects of the contributions to this volume. There are contributions reporting successful applications of the technology to the solution of industrial/commercial problems. This may well reflect the maturity of the technology, notably in the sense that 'real' users of modelling/prediction techniques are prepared to accept neural networks as a valid paradigm. Theoretical issues also receive attention, notably in connection with the radial basis function neural network. Contributions in the field of genetic algorithms reflect the wide range of current applications, including, for example, portfolio selection, filter design, frequency assignment, tuning of nonlinear PID controllers. These techniques are also used extensively for combinatorial optimisation problems.


Neural Networks Fuzzy Logic And Genetic Algorithm

NEURAL NETWORKS  FUZZY LOGIC AND GENETIC ALGORITHM PDF
Author: S. RAJASEKARAN
Publisher: PHI Learning Pvt. Ltd.
ISBN: 8120321863
Size: 16.31 MB
Format: PDF
Category : Computers
Languages : en
Pages : 456
View: 5820

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Neural Networks Fuzzy Logic And Genetic Algorithm

by S. RAJASEKARAN, Neural Networks Fuzzy Logic And Genetic Algorithm Books available in PDF, EPUB, Mobi Format. Download Neural Networks Fuzzy Logic And Genetic Algorithm books, This book provides comprehensive introduction to a consortium of technologies underlying soft computing, an evolving branch of computational intelligence. The constituent technologies discussed comprise neural networks, fuzzy logic, genetic algorithms, and a number of hybrid systems which include classes such as neuro-fuzzy, fuzzy-genetic, and neuro-genetic systems. The hybridization of the technologies is demonstrated on architectures such as Fuzzy-Back-propagation Networks (NN-FL), Simplified Fuzzy ARTMAP (NN-FL), and Fuzzy Associative Memories. The book also gives an exhaustive discussion of FL-GA hybridization. Every architecture has been discussed in detail through illustrative examples and applications. The algorithms have been presented in pseudo-code with a step-by-step illustration of the same in problems. The applications, demonstrative of the potential of the architectures, have been chosen from diverse disciplines of science and engineering. This book with a wealth of information that is clearly presented and illustrated by many examples and applications is designed for use as a text for courses in soft computing at both the senior undergraduate and first-year post-graduate engineering levels. It should also be of interest to researchers and technologists desirous of applying soft computing technologies to their respective fields of work.


Machine Learning

Machine Learning PDF
Author: Hojjat Adeli
Publisher: John Wiley & Sons Incorporated
ISBN:
Size: 37.56 MB
Format: PDF, ePub
Category : Computers
Languages : en
Pages : 211
View: 3248

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Machine Learning

by Hojjat Adeli, Machine Learning Books available in PDF, EPUB, Mobi Format. Download Machine Learning books, This is the only book to apply neural nets, genetic algorithms, and fuzzy set theory to the fast growing field of machine learning. Placing particular emphasis on neural networks, it explores how to integrate them with other technologies to improve their performance. Examples are included for each system discussed.


Artificial Neural Nets And Genetic Algorithms

Artificial Neural Nets and Genetic Algorithms PDF
Author: George D. Smith
Publisher: Springer
ISBN:
Size: 17.87 MB
Format: PDF, Mobi
Category : Business & Economics
Languages : en
Pages : 634
View: 2579

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Artificial Neural Nets And Genetic Algorithms

by George D. Smith, Artificial Neural Nets And Genetic Algorithms Books available in PDF, EPUB, Mobi Format. Download Artificial Neural Nets And Genetic Algorithms books, This is the third in a series of conferences devoted primarily to the theory and applications of artificial neural networks and genetic algorithms. The first such event was held in Innsbruck, Austria, in April 1993, the second in Ales, France, in April 1995. We are pleased to host the 1997 event in the mediaeval city of Norwich, England, and to carryon the fine tradition set by its predecessors of providing a relaxed and stimulating environment for both established and emerging researchers working in these and other, related fields. This series of conferences is unique in recognising the relation between the two main themes of artificial neural networks and genetic algorithms, each having its origin in a natural process fundamental to life on earth, and each now well established as a paradigm fundamental to continuing technological development through the solution of complex, industrial, commercial and financial problems. This is well illustrated in this volume by the numerous applications of both paradigms to new and challenging problems. The third key theme of the series, therefore, is the integration of both technologies, either through the use of the genetic algorithm to construct the most effective network architecture for the problem in hand, or, more recently, the use of neural networks as approximate fitness functions for a genetic algorithm searching for good solutions in an 'incomplete' solution space, i.e. one for which the fitness is not easily established for every possible solution instance.


Adaptive And Natural Computing Algorithms

Adaptive and Natural Computing Algorithms PDF
Author: Bernadete Ribeiro
Publisher: Springer Science & Business Media
ISBN: 9783211249345
Size: 73.31 MB
Format: PDF
Category : Computers
Languages : en
Pages : 545
View: 6626

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Adaptive And Natural Computing Algorithms

by Bernadete Ribeiro, Adaptive And Natural Computing Algorithms Books available in PDF, EPUB, Mobi Format. Download Adaptive And Natural Computing Algorithms books, The papers in this volume present theoretical insights and report practical applications both for neural networks, genetic algorithms and evolutionary computation. In the field of natural computing, swarm optimization, bioinformatics and computational biology contributions are no less compelling. A wide selection of contributions report applications of neural networks to process engineering, robotics and control. Contributions also abound in the field of evolutionary computation particularly in combinatorial and optimization problems. Many papers are dedicated to machine learning and heuristics, hybrid intelligent systems and soft computing applications. Some papers are devoted to quantum computation. In addition, kernel based algorithms, able to solve tasks other than classification, represent a revolution in pattern recognition bridging existing gaps. Further topics are intelligent signal processing and computer vision.


Artificial Neural Nets And Genetic Algorithms

Artificial Neural Nets and Genetic Algorithms PDF
Author: Vera Kurkova
Publisher: Springer Science & Business Media
ISBN: 3709162300
Size: 26.78 MB
Format: PDF, Docs
Category : Computers
Languages : en
Pages : 506
View: 2990

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Artificial Neural Nets And Genetic Algorithms

by Vera Kurkova, Artificial Neural Nets And Genetic Algorithms Books available in PDF, EPUB, Mobi Format. Download Artificial Neural Nets And Genetic Algorithms books, The first ICANNGA conference, devoted to biologically inspired computational paradigms, Neural Net works and Genetic Algorithms, was held in Innsbruck, Austria, in 1993. The meeting attracted researchers from all over Europe and further afield, who decided that this particular blend of topics should form a theme for a series of biennial conferences. The second meeting, held in Ales, France, in 1995, carried on the tradition set in Innsbruck of a relaxed and stimulating environment for the. exchange of ideas. The series has continued in Norwich, UK, in 1997, and Portoroz, Slovenia, in 1999. The Institute of Computer Science, Czech Academy of Sciences, is pleased to host the fifth conference in Prague. We have chosen the Liechtenstein palace under the Prague Castle as the conference site to enhance the traditionally good atmosphere of the meeting. There is an inspirational genius loci of the historical center of the city, where four hundred years ago a fruitful combination of theoretical and empirical method, through the collaboration of Johannes Kepler and Tycho de Brahe, led to the discovery of the laws of planetary orbits.


Artificial Neural Nets And Genetic Algorithms

Artificial Neural Nets and Genetic Algorithms PDF
Author: Andrej Dobnikar
Publisher: Springer Science & Business Media
ISBN: 3709163846
Size: 35.13 MB
Format: PDF, Mobi
Category : Computers
Languages : en
Pages : 352
View: 2813

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Artificial Neural Nets And Genetic Algorithms

by Andrej Dobnikar, Artificial Neural Nets And Genetic Algorithms Books available in PDF, EPUB, Mobi Format. Download Artificial Neural Nets And Genetic Algorithms books, From the contents: Neural networks – theory and applications: NNs (= neural networks) classifier on continuous data domains– quantum associative memory – a new class of neuron-like discrete filters to image processing – modular NNs for improving generalisation properties – presynaptic inhibition modelling for image processing application – NN recognition system for a curvature primal sketch – NN based nonlinear temporal-spatial noise rejection system – relaxation rate for improving Hopfield network – Oja's NN and influence of the learning gain on its dynamics Genetic algorithms – theory and applications: transposition: a biological-inspired mechanism to use with GAs (= genetic algorithms) – GA for decision tree induction – optimising decision classifications using GAs – scheduling tasks with intertask communication onto multiprocessors by GAs – design of robust networks with GA – effect of degenerate coding on GAs – multiple traffic signal control using a GA – evolving musical harmonisation – niched-penalty approach for constraint handling in GAs – GA with dynamic population size – GA with dynamic niche clustering for multimodal function optimisation Soft computing and uncertainty: self-adaptation of evolutionary constructed decision trees by information spreading – evolutionary programming of near optimal NNs


Proceedings

Proceedings PDF
Author: Brijesh Verma
Publisher: IEEE
ISBN: 9780769503004
Size: 56.47 MB
Format: PDF, Docs
Category : Computers
Languages : en
Pages : 501
View: 2118

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Proceedings

by Brijesh Verma, Proceedings Books available in PDF, EPUB, Mobi Format. Download Proceedings books, This book brings together two different subjects, computational intelligence and multimedia, to stress the expanding importance of these two areas for future technological development. The 90-plus papers presented here--a selection of presentations from the September 1999 conference--address various aspects of agent- based systems, artificial neural networks, evolutionary algorithms, hybrid systems, image and signal processing, rough sets/logic synthesis, knowledge-based engineering, memory, storage, retrieval, pattern recognition, formal models for multimedia, telecommunications, and virtual reality. No subject index. Annotation copyrighted by Book News, Inc., Portland, OR.