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Classification and learning using genetic algorithms : applications in bioinformatics and web intelligence
Authors: ---
ISBN: 1280864710 9786610864713 3540496076 3540496068 3642080545 Year: 2007 Publisher: Berlin ; New York : Springer,

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Abstract

This book provides a unified framework that describes how genetic learning can be used to design pattern recognition and learning systems. The book is unique in the sense of describing how a search technique, the genetic algorithm, can be used for pattern classification mainly through approximating decision boundaries, and it demonstrates the effectiveness of the genetic classifiers vis-à-vis several widely used classifiers, including neural networks. It provides a balanced mixture of theories, algorithms and applications, and in particular results from the bioinformatics and Web intelligence domains. This book will be useful to graduate students and researchers in computer science, electrical engineering, systems science, and information technology, both as a text and reference book. Researchers and practitioners in industry working in system design, control, pattern recognition, data mining, soft computing, bioinformatics and Web intelligence will also benefit.

Keywords

Pattern perception. --- Machine learning. --- Genetic algorithms. --- Automatic classification. --- GAs (Algorithms) --- Genetic searches (Algorithms) --- Algorithms --- Combinatorial optimization --- Evolutionary computation --- Genetic programming (Computer science) --- Learning classifier systems --- Learning, Machine --- Artificial intelligence --- Machine theory --- Design perception --- Pattern recognition --- Form perception --- Perception --- Figure-ground perception --- Automatic indexing --- Classification --- Information storage and retrieval systems --- Optical pattern recognition. --- Computer science. --- Telecommunication. --- Artificial intelligence. --- Bioinformatics. --- Pattern Recognition. --- Programming Techniques. --- Communications Engineering, Networks. --- Artificial Intelligence. --- Complex Systems. --- Computational Biology/Bioinformatics. --- Bio-informatics --- Biological informatics --- Biology --- Information science --- Computational biology --- Systems biology --- AI (Artificial intelligence) --- Artificial thinking --- Electronic brains --- Intellectronics --- Intelligence, Artificial --- Intelligent machines --- Machine intelligence --- Thinking, Artificial --- Bionics --- Cognitive science --- Digital computer simulation --- Electronic data processing --- Logic machines --- Self-organizing systems --- Simulation methods --- Fifth generation computers --- Neural computers --- Electric communication --- Mass communication --- Telecom --- Telecommunication industry --- Telecommunications --- Communication --- Information theory --- Telecommuting --- Informatics --- Science --- Optical data processing --- Pattern perception --- Perceptrons --- Visual discrimination --- Data processing --- Pattern recognition. --- Computer programming. --- Electrical engineering. --- Statistical physics. --- Dynamical systems. --- Dynamical systems --- Kinetics --- Mathematics --- Mechanics, Analytic --- Force and energy --- Mechanics --- Physics --- Statics --- Mathematical statistics --- Electric engineering --- Engineering --- Computers --- Electronic computer programming --- Electronic digital computers --- Programming (Electronic computers) --- Coding theory --- Statistical methods --- Programming --- Pattern recognition systems. --- System theory. --- Automated Pattern Recognition. --- Computational and Systems Biology. --- Systems, Theory of --- Systems science --- Pattern classification systems --- Pattern recognition computers --- Computer vision --- Philosophy


Book
Rough-fuzzy pattern recognition : applications in bioinformatics and medical imaging
Authors: ---
ISBN: 1283425017 9786613425010 1118119711 111811972X 111811969X 9781118119723 9781118004401 Year: 2012 Publisher: Hoboken, NJ : Wiley,

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Learn how to apply rough-fuzzy computing techniques to solve problems in bioinformatics and medical image processing

Emphasizing applications in bioinformatics and medical image processing, this text offers a clear framework that enables readers to take advantage of the latest rough-fuzzy computing techniques to build working pattern recognition models. The authors explain step by step how to integrate rough sets with fuzzy sets in order to best manage the uncertainties in mining large data sets. Chapters are logically organized according to the major phases of pattern recognition systems development, making it easier to master such tasks as classification, clustering, and feature selection.

Neural networks and systolic array design
Authors: ---
ISBN: 1281929891 9786611929893 981277808X 9789812778086 9810248407 9789810248406 9781281929891 6611929894 Year: 2002 Publisher: River Edge, N.J. World Scientific

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Neural networks (NNs) and systolic arrays (SAs) have many similar features. This volume describes, in a unified way, the basic concepts, theories and characteristic features of integrating or formulating different facets of NNs and SAs, as well as presents recent developments and significant applications. The articles, written by experts from all over the world, demonstrate the various ways this integration can be made to efficiently design methodologies, algorithms and architectures, and also implementations, for NN applications. The book will be useful to graduate students and researchers in


Book
Pattern recognition : from classical to modern approaches
Authors: ---
ISBN: 1281347582 9786611347581 981238653X 9789812386533 9781281347589 6611347585 Year: 2001 Publisher: River Edge, N.J. : World Scientific,

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This volume, containing contributions by experts from all over the world, is a collection of 21 articles which present review and research material describing the evolution and recent developments of various pattern recognition methodologies, ranging from statistical, syntactic/linguistic, fuzzy-set-theoretic, neural, genetic-algorithmic and rough-set-theoretic to hybrid soft computing, with significant real-life applications. In addition, the book describes efficient soft machine learning algorithms for data mining and knowledge discovery. With a balanced mixture of theory, algorithms and ap


Digital
Classification and Learning Using Genetic Algorithms : Applications in Bioinformatics and Web Intelligence
Authors: ---
ISBN: 9783540496076 Year: 2007 Publisher: Berlin, Heidelberg Springer-Verlag Berlin Heidelberg


Book
Soft computing approach to pattern recognition and image processing
Authors: ---
ISBN: 9789812776235 9812776230 1281929050 9786611929053 9781281929051 Year: 2002 Volume: v. 53 Publisher: River Edge, N.J. : World Scientific,

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This volume provides a collection of sixteen articles containing review and new material. In a unified way, they describe the recent development of theories and methodologies in pattern recognition, image processing and vision using fuzzy logic, artificial neural networks, genetic algorithms, rough sets and wavelets with significant real life applications. The book details the theory of granular computing and the role of a rough-neuro approach as a way of computing with words and designing intelligent recognition systems. It also demonstrates applications of the soft computing paradigm to ca

Foundations of soft case-based reasoning.
Authors: ---
ISBN: 0471086355 Year: 2004 Publisher: Chichester Wiley


Book
Perspectives in mathematical sciences.
Authors: ---
ISBN: 1282758098 9786612758096 9814273635 9789814273633 9789814273626 9814273627 9789814273640 9814273643 Year: 2009 Publisher: Singapore London World Scientific

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This book presents a collection of invited articles by distinguished probabilists and statisticians on the occasion of the Platinum Jubilee Celebrations of the Indian Statistical Institute - a notable institute with significant achievement in research areas of statistics, probability and mathematics - in 2007. With a wide coverage of topics in probability and statistics, the articles provide a current perspective of different areas of research, emphasizing the major challenging issues. The book also proves its reference and utility value for practitioners as the articles in Statistics contain

Genetic algorithms for pattern recognition
Authors: ---
ISBN: 0849394678 Year: 1996 Publisher: Boca Raton CRC

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Digital
Pattern Recognition and Machine Intelligence : First International Conference, PReMI 2005, Kolkata, India, December 20-22, 2005, Proceedings
Authors: --- ---
ISBN: 9783540324201 Year: 2005 Publisher: Berlin Heidelberg Springer-Verlag GmbH

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