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Condition: New. Shows how to appreciate the presence and nature of patterns in specific problemsHelps the reader set proper expectations for classification performanceOffers guidance on choosing the best pattern recognition classification tec.
Language: English
Published by Springer London, Springer London, 2010
ISBN 10: 1849965579 ISBN 13: 9781849965576
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Taschenbuch. Condition: Neu. Druck auf Anfrage Neuware - Printed after ordering - 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.
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Language: English
Published by Springer London Okt 2010, 2010
ISBN 10: 1849965579 ISBN 13: 9781849965576
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Taschenbuch. Condition: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -Automatic pattern recognition has uses in science and engineering, social sciences and finance. This book examines data complexity and its role in shaping theory and techniques across many disciplines, probing strengths and deficiencies of current classification techniques, and the algorithms that drive them. The book offers guidance on choosing pattern recognition classification techniques, and helps the reader set expectations for classification performance. 316 pp. Englisch.
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Taschenbuch. Condition: Neu. Data Complexity in Pattern Recognition | Mitra Basu (u. a.) | Taschenbuch | xvi | Englisch | 2010 | Springer | EAN 9781849965576 | Verantwortliche Person für die EU: Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg, juergen[dot]hartmann[at]springer[dot]com | Anbieter: preigu Print on Demand.
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Language: English
Published by Springer London, Springer London Okt 2010, 2010
ISBN 10: 1849965579 ISBN 13: 9781849965576
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Taschenbuch. Condition: Neu. This item is printed on demand - Print on Demand Titel. Neuware -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.Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg 316 pp. Englisch.
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