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Data Complexity in Pattern Recognition

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Description

Machines capable of automatic pattern recognition have many fascinating uses in science & engineering as well as in our daily lives. Algorithms for supervised classification, where one infers a decision boundary from a set of training examples, are at the core of this capability. This book takes a close view of data complexity & its role in shaping the theories & techniques in different disciplines & asks: What is missing from current classification techniques? When the automatic classifiers are not perfect, is it a deficiency of the algorithms by design, or is it a difficulty intrinsic to the classification task? How do we know whether we have exploited to the fullest extent the knowledge embedded in the training data? Uunique in its comprehensive coverage & multidisciplinary approach from various methodological & practical perspectives, researchers & practitioners will find this book an insightful reference to learn about current available techniques as well as application areas.
Release date NZ
October 22nd, 2010
Audience
  • Professional & Vocational
Contributors
  • Edited by Mitra Basu
  • Edited by Tin Kam Ho
Edition
Softcover reprint of hardcover 1st ed. 2006
Illustrations
XVI, 300 p.
Pages
300
Dimensions
156x234x16
ISBN-13
9781849965576
Product ID
8938206

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Pattern recognition