Verfügbarkeit: Proactive Data Mining with Decision Trees

Proactive Data Mining with Decision Trees:

Gespeichert in:

Bibliographische Detailangaben
Beteiligte Personen:	Dahan, Haim (VerfasserIn), Cohen, Shahar (VerfasserIn), Rokach, Lior (VerfasserIn), Maimon, Oded Z. (VerfasserIn)
Format:	Elektronisch E-Book
Sprache:	Englisch
Veröffentlicht:	New York, NY ; s.l. Springer New York 2014 Imprint: Springer
Schriftenreihe:	SpringerBriefs in Electrical and Computer Engineering
Schlagwörter:	Informatik Informationssystem Data Mining Entscheidungsbaum
Links:	https://doi.org/10.1007/978-1-4939-0539-3 https://doi.org/10.1007/978-1-4939-0539-3 https://doi.org/10.1007/978-1-4939-0539-3 https://doi.org/10.1007/978-1-4939-0539-3 https://doi.org/10.1007/978-1-4939-0539-3 https://doi.org/10.1007/978-1-4939-0539-3 https://doi.org/10.1007/978-1-4939-0539-3 https://doi.org/10.1007/978-1-4939-0539-3 https://doi.org/10.1007/978-1-4939-0539-3 https://doi.org/10.1007/978-1-4939-0539-3 https://doi.org/10.1007/978-1-4939-0539-3 https://doi.org/10.1007/978-1-4939-0539-3 https://doi.org/10.1007/978-1-4939-0539-3 https://doi.org/10.1007/978-1-4939-0539-3 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027189775&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=027189775&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA
Umfang:	1 Online-Ressource (Ill.) X, 88 p.
ISBN:	9781493905393
DOI:	10.1007/978-1-4939-0539-3

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Datensatz im Suchindex

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adam_text	PROACTIVE DATA MINING WITH DECISION TREES / DAHAN, HAIM : 2014 TABLE OF CONTENTS / INHALTSVERZEICHNIS 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 DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT. PROACTIVE DATA MINING WITH DECISION TREES / DAHAN, HAIM : 2014 ABSTRACT / INHALTSTEXT 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 DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
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spellingShingle	Dahan, Haim Cohen, Shahar Rokach, Lior Maimon, Oded Z. Proactive Data Mining with Decision Trees Informatik (DE-588)4026894-9 gnd Informationssystem (DE-588)4072806-7 gnd Data Mining (DE-588)4428654-5 gnd Entscheidungsbaum (DE-588)4347788-4 gnd
subject_GND	(DE-588)4026894-9 (DE-588)4072806-7 (DE-588)4428654-5 (DE-588)4347788-4
title	Proactive Data Mining with Decision Trees
title_auth	Proactive Data Mining with Decision Trees
title_exact_search	Proactive Data Mining with Decision Trees
title_full	Proactive Data Mining with Decision Trees by Haim Dahan, Shahar Cohen, Lior Rokach, Oded Maimon
title_fullStr	Proactive Data Mining with Decision Trees by Haim Dahan, Shahar Cohen, Lior Rokach, Oded Maimon
title_full_unstemmed	Proactive Data Mining with Decision Trees by Haim Dahan, Shahar Cohen, Lior Rokach, Oded Maimon
title_short	Proactive Data Mining with Decision Trees
title_sort	proactive data mining with decision trees
topic	Informatik (DE-588)4026894-9 gnd Informationssystem (DE-588)4072806-7 gnd Data Mining (DE-588)4428654-5 gnd Entscheidungsbaum (DE-588)4347788-4 gnd
topic_facet	Informatik Informationssystem Data Mining Entscheidungsbaum
url	https://doi.org/10.1007/978-1-4939-0539-3 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027189775&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=027189775&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA
work_keys_str_mv	AT dahanhaim proactivedataminingwithdecisiontrees AT cohenshahar proactivedataminingwithdecisiontrees AT rokachlior proactivedataminingwithdecisiontrees AT maimonodedz proactivedataminingwithdecisiontrees

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