Holdings: Automatic Design of Decision-Tree Induction Algorithms

Automatic Design of Decision-Tree Induction Algorithms:

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Bibliographic Details
Main Author:	Barros, Rodrigo C. (Author)
Format:	Electronic eBook
Language:	English
Published:	Cham Springer International Publishing 2015
Series:	SpringerBriefs in Computer Science
Subjects:	Data Mining Informatik Entscheidungsbaum
Online Access:	BTU01 FHA01 FHI01 FHM01 FHN01 FKE01 FLA01 FRO01 UBG01 UBM01 UBR01 UBT01 UBW01 UER01 UPA01 Volltext Abstract Inhaltsverzeichnis
Physical Description:	1 Online-Ressource (XII, 176 p.) Ill.
ISBN:	9783319142319
DOI:	10.1007/978-3-319-14231-9

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Record in the Search Index

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adam_text	AUTOMATIC DESIGN OF DECISION-TREE INDUCTION ALGORITHMS / BARROS, RODRIGO C. : 2015 ABSTRACT / INHALTSTEXT 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 DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT. AUTOMATIC DESIGN OF DECISION-TREE INDUCTION ALGORITHMS / BARROS, RODRIGO C. : 2015 TABLE OF CONTENTS / INHALTSVERZEICHNIS 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 DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
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author	Barros, Rodrigo C.
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spelling	Barros, Rodrigo C. Verfasser aut Automatic Design of Decision-Tree Induction Algorithms by Rodrigo C. Barros, André C.P.L.F de Carvalho, Alex A. Freitas Cham Springer International Publishing 2015 1 Online-Ressource (XII, 176 p.) Ill. txt rdacontent c rdamedia cr rdacarrier SpringerBriefs in Computer Science Data Mining (DE-588)4428654-5 gnd rswk-swf Informatik (DE-588)4026894-9 gnd rswk-swf Entscheidungsbaum (DE-588)4347788-4 gnd rswk-swf Informatik (DE-588)4026894-9 s Data Mining (DE-588)4428654-5 s Entscheidungsbaum (DE-588)4347788-4 s DE-604 de Carvalho, André C.P.L.F. Sonstige oth Freitas, Alex A. Sonstige oth Erscheint auch als Druckausgabe 978-3-319-14230-2 https://doi.org/10.1007/978-3-319-14231-9 Verlag Volltext Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027823103&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Abstract Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027823103&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis
spellingShingle	Barros, Rodrigo C. Automatic Design of Decision-Tree Induction Algorithms Data Mining (DE-588)4428654-5 gnd Informatik (DE-588)4026894-9 gnd Entscheidungsbaum (DE-588)4347788-4 gnd
subject_GND	(DE-588)4428654-5 (DE-588)4026894-9 (DE-588)4347788-4
title	Automatic Design of Decision-Tree Induction Algorithms
title_auth	Automatic Design of Decision-Tree Induction Algorithms
title_exact_search	Automatic Design of Decision-Tree Induction Algorithms
title_full	Automatic Design of Decision-Tree Induction Algorithms by Rodrigo C. Barros, André C.P.L.F de Carvalho, Alex A. Freitas
title_fullStr	Automatic Design of Decision-Tree Induction Algorithms by Rodrigo C. Barros, André C.P.L.F de Carvalho, Alex A. Freitas
title_full_unstemmed	Automatic Design of Decision-Tree Induction Algorithms by Rodrigo C. Barros, André C.P.L.F de Carvalho, Alex A. Freitas
title_short	Automatic Design of Decision-Tree Induction Algorithms
title_sort	automatic design of decision tree induction algorithms
topic	Data Mining (DE-588)4428654-5 gnd Informatik (DE-588)4026894-9 gnd Entscheidungsbaum (DE-588)4347788-4 gnd
topic_facet	Data Mining Informatik Entscheidungsbaum
url	https://doi.org/10.1007/978-3-319-14231-9 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027823103&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027823103&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA
work_keys_str_mv	AT barrosrodrigoc automaticdesignofdecisiontreeinductionalgorithms AT decarvalhoandrecplf automaticdesignofdecisiontreeinductionalgorithms AT freitasalexa automaticdesignofdecisiontreeinductionalgorithms

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