Binary and Multiclass Classification - Tapa dura

Kolo, Brian

 
9781615800162: Binary and Multiclass Classification
Tapa dura
ISBN 10: 1615800166 ISBN 13: 9781615800162
Editorial: Weatherford Press, 2011

Sinopsis

Classifiers are ’black boxes’ that examine an input and place the input into a category. Examples include medical diagnostics (presence/absence of a disease), quality control (is a part defective?), search engine results (does a page match the search criteria?), language identification (what is the language of a document?), and data quality metrics (does this data set have sufficient quality metrics?). Increasingly, software tools are developed that implement or automate the classification process. Competing classification algorithms are compared to determine which is better suited for a particular application. This book develops the tools needed to measure classifier performance, compare classifiers, and rank order the results. This text examines the properties of binary and multiclass classifiers from a general perspective. Topics include classifier performance metrics, error analysis, comparison of classifier performance, metric distributions, and receiver operator characteristics (ROC).

"Sinopsis" puede pertenecer a otra edición de este libro.

Reseña del editor

Classifiers are 'black boxes' that examine an input and place the input into a category. Examples include medical diagnostics (presence/absence of a disease), quality control (is a part defective?), search engine results (does a page match the search criteria?), language identification (what is the language of a document?), and data quality metrics (does this data set have sufficient quality metrics?). Increasingly, software tools are developed that implement or automate the classification process. Competing classification algorithms are compared to determine which is better suited for a particular application. This book develops the tools needed to measure classifier performance, compare classifiers, and rank order the results. This text examines the properties of binary and multiclass classifiers from a general perspective. Topics include classifier performance metrics, error analysis, comparison of classifier performance, metric distributions, and receiver operator characteristics (ROC).

"Sobre este título" puede pertenecer a otra edición de este libro.

Editorial
Weatherford Press
Año de publicación
2011
Idioma
Inglés
ISBN 10 
1615800166
ISBN 13 
9781615800162
Encuadernación
Tapa dura
Número de páginas
186
Contacto del fabricante
no disponible
Persona responsable
gpsr@libri.de
gpsr@libri.de

Friedensallee 273
Hamburg
22763
Alemania

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9781615800131: Binary and Multiclass Classification

Edición Destacada

ISBN 10:  1615800131 ISBN 13:  9781615800131
Editorial: Weatherford Press, 2010
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