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

Desai, Ankit

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

Synopsis

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.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Présentation de l'éditeur

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.

Biographie de l'auteur

Ankit Desai, is an Assistant Professor in Information Technology Department of Charotar University of Science and Technology. He pursued his B.E.(I.T.) from CIT, Changa in 2007 and M.Tech.(C.E., Gold Medalist) from DDU, Nadiad in 2012. His research interest includes, Algorithms, Data Mining, Software Refactoring, Open-Source and Info. Security.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
LAP LAMBERT Academic Publishing
Date d'édition
2012
Langue
anglais
ISBN 10 
3659179493
ISBN 13 
9783659179495
Reliure
Broché
Nombre de pages
104
Coordonnées du fabricant
non disponible
Personne responsable
KreGa Onlinehandel GmbH
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