Improved Decision-making in Data Mining : A Heuristic Rule Induction Approach to Decision Tree Creation and Model Selection
Language: English
Published by VDM Verlag Dr. Müller, 2008
- Softcover
- New
Seller: AHA-BUCH GmbH, Einbeck, GermanyAHA-BUCH GmbH
AbeBooks seller since August 14, 2006
Condition: New
£ 92.88
Quantity: 2 available
Add to basketItem description from seller
Neuware - This book explores model selection using decisiontrees based on discretized data, and the accompanyingimplications this has for decision-makers. Modelselection is a non-trivial exercise with a largeimpact on decision-making. An information criterionfor selecting between competing decision tree modelsis presented along with a method for quantifying theopportunity costs of choosing a specific decisiontree. After the initial information criteriondevelopment a real world example from an Americaninsurance company call center is presented. Theexample includes the development of a program toautomate data discretization, decision tree creationand decision tree selection. A decision tree ischosen and critically analyzed from a managerialdecision-making point of view. Actual call centerperformance data is used as input data and resultsare identified and presented in a way that isadvantageous to managers.; This book explores model selection using decisiontrees based on discretized data, and the accompanyingimplications this has for decision-makers. Modelselection is a non-trivial exercise with a largeimpact on decision-making. An information criterionfor selecting between competing decision tree modelsis presented along with a method for quantifying theopportunity costs of choosing a specific decisiontree. After the initial information criteriondevelopment a real world example from an Americaninsurance company call center is presented. Theexample includes the development of a program toautomate data discretization, decision tree creation,and decision tree selection. A decision tree ischosen and critically analyzed from a managerialdecision-making point of view. Actual call centerperformance data is used as input data and resultsare identified and presented in a way that isadvantageous to managers. …
Seller Inventory # 9783836489850
- Title
- Improved Decision-making in Data Mining : A Heuristic Rule Induction Approach to Decision Tree Creation and Model Selection
- Author
- Eric Kyper
- Publisher
- VDM Verlag Dr. Müller
- Publication year
- 2008
- Condition
- Neu
- Binding
- Taschenbuch
- Language
- English
- ISBN 10
- 3836489856
- ISBN 13
- 9783836489850
- Item weight
- 94 grams
- Dimensions
- 220x150x33 mm
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