Coverart for item
The Resource Proactive data mining with decision trees, Haim Dahan, Shahar Cohen, Lior Rokach, Oded Maimon

Proactive data mining with decision trees, Haim Dahan, Shahar Cohen, Lior Rokach, Oded Maimon

Label
Proactive data mining with decision trees
Title
Proactive data mining with decision trees
Statement of responsibility
Haim Dahan, Shahar Cohen, Lior Rokach, Oded Maimon
Contributor
Author
Subject
Genre
Language
eng
Summary
This book explores a proactive and domain-driven method to classification tasks. This novel proactive approach to data mining not only induces a model for predicting or explaining a phenomenon, but also utilizes specific problem/domain knowledge to suggest specific actions to achieve optimal changes in the value of the target attribute. In particular, the authors suggest a specific implementation of the domain-driven proactive approach for classification trees. The book centers on the core idea of moving observations from one branch of the tree to another. It introduces a novel splitting criterion for decision trees, termed maximal-utility, which maximizes the potential for enhancing profitability in the output tree. Two real-world case studies, one of a leading wireless operator and the other of a major security company, are also included and demonstrate how applying the proactive approach to classification tasks can solve business problems. Proactive Data Mining with Decision Trees is intended for researchers, practitioners and advanced-level students
Member of
Cataloging source
GW5XE
Dewey number
006.312
Illustrations
illustrations
Index
no index present
LC call number
QA76.9.D343
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorName
  • Dahan, Haim
  • Cohen, Shahar
  • Rokach, Lior
  • Maimon, Oded
Series statement
SpringerBriefs in Electrical and Computer Engineering,
http://library.link/vocab/subjectName
  • Data mining
  • Decision trees
  • COMPUTERS
  • Data mining
  • Decision trees
Label
Proactive data mining with decision trees, Haim Dahan, Shahar Cohen, Lior Rokach, Oded Maimon
Instantiates
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Introduction -- Proactive Data Mining: A General Approach -- Proactive Data Mining Using Decision Trees -- Proactive Data Mining in the Real World: Case Studies -- Sensitivity Analysis of Proactive Data Mining -- Conclusions
Control code
871257276
Dimensions
unknown
Extent
1 online resource (x, 88 pages)
File format
unknown
Form of item
online
Isbn
9781493905393
Lccn
2014931371
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
  • 10.1007/978-1-4939-0539-3
  • 10.1007/978-1-4939-0
Other physical details
illustrations
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
(OCoLC)871257276
Label
Proactive data mining with decision trees, Haim Dahan, Shahar Cohen, Lior Rokach, Oded Maimon
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Introduction -- Proactive Data Mining: A General Approach -- Proactive Data Mining Using Decision Trees -- Proactive Data Mining in the Real World: Case Studies -- Sensitivity Analysis of Proactive Data Mining -- Conclusions
Control code
871257276
Dimensions
unknown
Extent
1 online resource (x, 88 pages)
File format
unknown
Form of item
online
Isbn
9781493905393
Lccn
2014931371
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
  • 10.1007/978-1-4939-0539-3
  • 10.1007/978-1-4939-0
Other physical details
illustrations
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
(OCoLC)871257276

Library Locations

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      38.944491 -92.326012
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      38.946102 -92.330125
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