AdaBoost Extensions for Cost-Sensitive Classification: A research under data mining classification - Softcover

Desai, Ankit

 
9783659179495: AdaBoost Extensions for Cost-Sensitive Classification: A research under data mining classification
Softcover
ISBN 10: 3659179493 ISBN 13: 9783659179495
Verlag: LAP LAMBERT Academic Publishing, 2012

Inhaltsangabe

This book provides a review and a research of a special type of classification technique which is known as cost-sensitive data mining. Cost-sensitive data mining is an essential technique of data mining for applications like fraud-detection and loan-approval where the cost of misclassification of a sample is critical. It provides an overview of many algorithms which falls under this cluster. Proposed algorithms namely, CSExtension1, CSExtension2, CSExtension3, CSExtension4 and CSExtension5 are implemented and tested as an extension to data mining tool weka by the author of this book. These all algorithms provide adequate results for the parameters, cost-of-misclassificaiton and number of high cost errors. At the end, it gives new directions to its readers for unexplored areas in the same domain.

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Verlag
LAP LAMBERT Academic Publishing
Erscheinungsdatum
2012
Sprache
Englisch
ISBN 10 
3659179493
ISBN 13 
9783659179495
Einband
Taschenbuch
Anzahl der Seiten
104
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
Presses Academiques Francophones
customerservice@vdm-vsg.de

Brivibas gatve 197
Riga
1039
Lettland