Proactive Data Mining with Decision Trees:
Gespeichert in:
| Hauptverfasser: | , , , |
|---|---|
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
New York, NY ; s.l.
Springer New York
2014
Imprint: Springer |
| Schriftenreihe: | SpringerBriefs in Electrical and Computer Engineering
|
| Schlagworte: | |
| Online-Zugang: | BFB01 BTU01 FHA01 FHM01 FHN01 FKE01 FRO01 UBG01 UBR01 UBT01 UBW01 UER01 UPA01 Volltext Inhaltsverzeichnis Abstract |
| Beschreibung: | 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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| author | Dahan, Haim Cohen, Shahar Rokach, Lior Maimon, Oded Z. |
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| author_facet | Dahan, Haim Cohen, Shahar Rokach, Lior Maimon, Oded Z. |
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| discipline | Informatik |
| doi_str_mv | 10.1007/978-1-4939-0539-3 |
| format | Electronic eBook |
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| spelling | Dahan, Haim Verfasser (DE-588)1048601927 aut Proactive Data Mining with Decision Trees by Haim Dahan, Shahar Cohen, Lior Rokach, Oded Maimon New York, NY ; s.l. Springer New York 2014 Imprint: Springer 1 Online-Ressource (Ill.) X, 88 p. txt rdacontent c rdamedia cr rdacarrier SpringerBriefs in Electrical and Computer Engineering Online-Ausgabe Springer eBook Collection / Computer Science Informatik (DE-588)4026894-9 gnd rswk-swf Informationssystem (DE-588)4072806-7 gnd rswk-swf Data Mining (DE-588)4428654-5 gnd rswk-swf Entscheidungsbaum (DE-588)4347788-4 gnd rswk-swf Informatik (DE-588)4026894-9 s Data Mining (DE-588)4428654-5 s Informationssystem (DE-588)4072806-7 s Entscheidungsbaum (DE-588)4347788-4 s DE-604 Cohen, Shahar (DE-588)1048602036 aut Rokach, Lior aut Maimon, Oded Z. (DE-588)143250833 aut Reproduktion von Dahan, Haim Proactive Data Mining with Decision Trees 2014 Erscheint auch als Druckausgabe 978-1-4939-0538-6 https://doi.org/10.1007/978-1-4939-0539-3 Verlag Volltext Springer Fremddatenuebernahme application/pdf 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 Inhaltsverzeichnis Springer Fremddatenuebernahme application/pdf 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 Abstract |
| 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 |
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