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Pattern Classification: A Unified View of Statistical and Neural Approaches
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Bibliographic Detail
Publisher Wiley-Interscience
Publication date March 15, 1996
Pages 373
Binding Hardcover
Book category Adult Non-Fiction
ISBN-13 9780471135340
ISBN-10 0471135348
Dimensions 1 by 6.75 by 9.75 in.
Weight 1.55 lbs.
Original list price $192.00
Summaries and Reviews
Amazon.com description: Product Description: PATTERN CLASSIFICATION

a unified view of statistical and neural approaches

The product of years of research and practical experience in pattern classification, this book offers a theory-based engineering perspective on neural networks and statistical pattern classification. Pattern Classification sheds new light on the relationship between seemingly unrelated approaches to pattern recognition, including statistical methods, polynomial regression, multilayer perceptron, and radial basis functions. Important topics such as feature selection, reject criteria, classifier performance measurement, and classifier combinations are fully covered, as well as material on techniques that, until now, would have required an extensive literature search to locate. A full program of illustrations, graphs, and examples helps make the operations and general properties of different classification approaches intuitively understandable.

Offering a lucid presentation of complex applications and their algorithms, Pattern Classification is an invaluable resource for researchers, engineers, and graduate students in this rapidly developing field.

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Hardcover
Book cover for 9780471135340
 
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from Wiley-Interscience (March 15, 1996)
9780471135340 | details & prices | 373 pages | 6.75 × 9.75 × 1.00 in. | 1.55 lbs | List price $192.00
About: PATTERN CLASSIFICATION a unified view of statistical and neural approaches The product of years of research and practical experience in pattern classification, this book offers a theory-based engineering perspective on neural networks and statistical pattern classification.

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