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

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

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
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
http://library.link/vocab/creatorName
Barros, Rodrigo C.,
Dewey number
005.1
Index
no index present
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorName
  • Carvalho, André C.P.L.F. de,
  • 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
Instantiates
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references
Color
multicolored
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
ocn902846585
Dimensions
unknown
Extent
1 online resource
File format
unknown
Form of item
online
Isbn
9783319142319
Level of compression
unknown
Note
SpringerLink
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
(OCoLC)902846585
Label
Automatic Design of Decision-Tree Induction Algorithms, Rodrigo C. Barros, André C.P.L.F. de Carvalho, Alex A. Freitas
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references
Color
multicolored
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
ocn902846585
Dimensions
unknown
Extent
1 online resource
File format
unknown
Form of item
online
Isbn
9783319142319
Level of compression
unknown
Note
SpringerLink
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
(OCoLC)902846585

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