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Pattern Recognition

An Algorithmic Approach

Specificaties
Paperback, 263 blz. | Engels
Springer London | 2011e druk, 2011
ISBN13: 9780857294944
Rubricering
Springer London 2011e druk, 2011 9780857294944
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Samenvatting

Observing the environment and recognising patterns for the purpose of decision making is fundamental to human nature. This book deals with the scientific discipline that enables similar perception in machines through pattern recognition (PR), which has application in diverse technology areas. This book is an exposition of principal topics in PR using an algorithmic approach. It provides a thorough introduction to the concepts of PR and a systematic account of the major topics in PR besides reviewing the vast progress made in the field in recent times. It includes basic techniques of PR, neural networks, support vector machines and decision trees. While theoretical aspects have been given due coverage, the emphasis is more on the practical. The book is replete with examples and illustrations and includes chapter-end exercises. It is designed to meet the needs of senior undergraduate and postgraduate students of computer science and allied disciplines.

Specificaties

ISBN13:9780857294944
Taal:Engels
Bindwijze:paperback
Aantal pagina's:263
Uitgever:Springer London
Druk:2011

Inhoudsopgave

<p>Introduction</p><p>Representation</p><p>Nearest Neighbour Based Classifiers</p><p>Bayes Classifier</p><p>Hidden Markov Models</p><p>Decision Trees</p><p>Support Vector Machines</p><p>Combination of Classifiers</p><p>Clustering</p><p>Summary</p><p>An Application: Handwritten Digit Recognition</p>

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