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.
General
Imprint: |
Lap Lambert Academic Publishing
|
Country of origin: |
Germany |
Release date: |
July 2012 |
First published: |
July 2012 |
Authors: |
Ankit Desai
|
Dimensions: |
229 x 152 x 6mm (L x W x T) |
Format: |
Paperback - Trade
|
Pages: |
104 |
ISBN-13: |
978-3-659-17949-5 |
Categories: |
Books >
Professional & Technical >
Technology: general issues >
General
|
LSN: |
3-659-17949-3 |
Barcode: |
9783659179495 |
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