Coverart for item
The Resource Automatic Design of Decision-Tree Induction Algorithms, Rodrigo C. Barros, André C.P.L.F. de Carvalho, Alex A. Freitas, (electronic book)

Automatic Design of Decision-Tree Induction Algorithms, Rodrigo C. Barros, André C.P.L.F. de Carvalho, Alex A. Freitas, (electronic book)

Label
Automatic Design of Decision-Tree Induction Algorithms
Title
Automatic Design of Decision-Tree Induction Algorithms
Statement of responsibility
Rodrigo C. Barros, André C.P.L.F. de Carvalho, Alex A. Freitas
Creator
Contributor
Author
Subject
Language
eng
Summary
Presents a detailed study of the major design components that constitute a top-down decision-tree induction algorithm, including aspects such as split criteria, stopping criteria, pruning and the approaches for dealing with missing values. Whereas the strategy still employed nowadays is to use a 'generic' decision-tree induction algorithm regardless of the data, the authors argue on the benefits that a bias-fitting strategy could bring to decision-tree induction, in which the ultimate goal is the automatic generation of a decision-tree induction algorithm tailored to the application domain of interest. For such, they discuss how one can effectively discover the most suitable set of components of decision-tree induction algorithms to deal with a wide variety of applications through the paradigm of evolutionary computation, following the emergence of a novel field called hyper-heuristics. "Automatic Design of Decision-Tree Induction Algorithms" would be highly useful for machine learning and evolutionary computation students and researchers alike
Member of
Cataloging source
N$T
http://library.link/vocab/creatorName
Barros, Rodrigo C
Dewey number
005.1
Index
no index present
LC call number
QA76.9.A43
LC item number
B37 2015eb
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorDate
1964-
http://library.link/vocab/relatedWorkOrContributorName
  • Carvalho, André Carlos Ponce de Leon Ferreira
  • Freitas, Alex A.
Series statement
SpringerBriefs in computer science
http://library.link/vocab/subjectName
  • Computer algorithms
  • Decision trees
Label
Automatic Design of Decision-Tree Induction Algorithms, Rodrigo C. Barros, André C.P.L.F. de Carvalho, Alex A. Freitas, (electronic book)
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 -- Decision-Tree Induction -- Evolutionary Algorithms and Hyper-Heuristics -- HEAD-DT: Automatic Design of Decision-Tree Algorithms -- HEAD-DT: Experimental Analysis -- HEAD-DT: Fitness Function Analysis -- Conclusions
Control code
SPR902846585
Dimensions
unknown
Extent
1 online resource.
File format
unknown
Form of item
online
Isbn
9783319142302
Isbn Type
(print)
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-319-14231-9
Quality assurance targets
not applicable
Reformatting quality
unknown
Reproduction note
Electronic resource.
Sound
unknown sound
Specific material designation
remote
Label
Automatic Design of Decision-Tree Induction Algorithms, Rodrigo C. Barros, André C.P.L.F. de Carvalho, Alex A. Freitas, (electronic book)
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 -- Decision-Tree Induction -- Evolutionary Algorithms and Hyper-Heuristics -- HEAD-DT: Automatic Design of Decision-Tree Algorithms -- HEAD-DT: Experimental Analysis -- HEAD-DT: Fitness Function Analysis -- Conclusions
Control code
SPR902846585
Dimensions
unknown
Extent
1 online resource.
File format
unknown
Form of item
online
Isbn
9783319142302
Isbn Type
(print)
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-319-14231-9
Quality assurance targets
not applicable
Reformatting quality
unknown
Reproduction note
Electronic resource.
Sound
unknown sound
Specific material designation
remote

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