Holdings: Knowledge discovery in databases

Knowledge discovery in databases: Techniken und Anwendungen

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Bibliographic Details
Main Authors:	Ester, Martin (Author), Sander, Jörg (Author)
Format:	Book
Language:	German
Published:	Berlin [u.a.] Springer 2000
Subjects:	Data mining Maschinelles Lernen Datenbanksystem Wissenserwerb Wissensextraktion Datenbank
Online Access:	Inhaltsverzeichnis
Physical Description:	VIII, 281 S. Ill., graph. Darst.
ISBN:	3540673288

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MARC


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Record in the Search Index

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adam_text	Inhaltsverzeichnis Einleitung 1 1.1 Grundbegriffe des Knowledge Discovery in Databases...............................1 1.2 Typische KDD- Anwendungen......................................................................6 1.3 Inhalt und Aufbau dieses Buches................................................................10 1.4 Literatur.......................................................................................................12 Grundlagen 15 2.1 Datenbanksysteme.......................................................................................15 2.2 Statistik........................................................................................................29 2.3 Literatur.......................................................................................................44 Clustering 3.1 Einleitung....................................................................................................45 3.2 Partitionierende Verfahren..........................................................................51 3.3 Hierarchische Verfahren.............................................................................76 3.4 Datenbanktechniken zur Leistungssteigerung.............................................85 3.5 Besondere Anforderungen und Verfahren..................................................97 3.6 Zusammenfassung.....................................................................................103 3.7 Literatur.....................................................................................................103 Klassifikation 107 4.1 Einleitung..................................................................................................108 4.2 Bayes-Klassifikatoren...............................................................................111 4.3 Nächste-Nachbarn-Klassifikatoren...........................................................119 4.4 Entscheidungsbaum-Klassifikatoren.........................................................126 4.5 Skalierung für große Datenbanken...........................................................138 4.6 Zusammenfassung....................................................................................156 4.7 Literatur....................................................................................................157 Assoziationsregeln 159 5.1 Einleitung..................................................................................................159 5.2 Einfache Assoziationsregeln: Der Apriori-Algorithmus..........................160 5.3 Hierarchische Assoziationsregem bezüglich Item-Taxonomien.............. 169 5.4 Quantitative Assoziationsregeln...............................................................178 5.5 Zusammenfassung....................................................................................186 5.6 Literatur....................................................................................................187 Generalisierung 189 6.1 Einleitung..................................................................................................190 6.2 Data 6.3 Effiziente Anfragebearbeitung in Data 6.4 Attributorientierte Induktion.....................................................................206 6.5 Inkrementelle attributorientierte Induktion...............................................215 6.6 Zusammenfassung....................................................................................219 6.7 Literatur....................................................................................................220 Besondere Datentypen und Anwendungen 223 7.1 Temporal Data Mining..............................................................................223 7.2 7.3 Text-und Web-Mining.............................................................................245 7.4 Literatur....................................................................................................261 Andere Paradigmen 263 8.1 Induktive Logik-Programmierung............................................................263 8.2 Genetische Algorithmen...........................................................................265 8.3 Neuronale Netze.......................................................................................266 8.4 Selbstorganisierende Karten (Kohonen 8.5 Literatur....................................................................................................273 Index 275
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author	Ester, Martin Sander, Jörg
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owner	DE-92 DE-19 DE-BY-UBM DE-573 DE-N2 DE-29T DE-1102 DE-861 DE-M49 DE-BY-TUM DE-1050 DE-858 DE-M347 DE-20 DE-739 DE-526 DE-634 DE-473 DE-BY-UBG DE-11 DE-525 DE-188 DE-2070s DE-863 DE-BY-FWS DE-384
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physical	VIII, 281 S. Ill., graph. Darst.
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spellingShingle	Ester, Martin Sander, Jörg Knowledge discovery in databases Techniken und Anwendungen Data mining Maschinelles Lernen (DE-588)4193754-5 gnd Datenbanksystem (DE-588)4113276-2 gnd Wissenserwerb (DE-588)4241169-5 gnd Wissensextraktion (DE-588)4546354-2 gnd Datenbank (DE-588)4011119-2 gnd
subject_GND	(DE-588)4193754-5 (DE-588)4113276-2 (DE-588)4241169-5 (DE-588)4546354-2 (DE-588)4011119-2
title	Knowledge discovery in databases Techniken und Anwendungen
title_auth	Knowledge discovery in databases Techniken und Anwendungen
title_exact_search	Knowledge discovery in databases Techniken und Anwendungen
title_full	Knowledge discovery in databases Techniken und Anwendungen Martin Ester ; Jörg Sander
title_fullStr	Knowledge discovery in databases Techniken und Anwendungen Martin Ester ; Jörg Sander
title_full_unstemmed	Knowledge discovery in databases Techniken und Anwendungen Martin Ester ; Jörg Sander
title_short	Knowledge discovery in databases
title_sort	knowledge discovery in databases techniken und anwendungen
title_sub	Techniken und Anwendungen
topic	Data mining Maschinelles Lernen (DE-588)4193754-5 gnd Datenbanksystem (DE-588)4113276-2 gnd Wissenserwerb (DE-588)4241169-5 gnd Wissensextraktion (DE-588)4546354-2 gnd Datenbank (DE-588)4011119-2 gnd
topic_facet	Data mining Maschinelles Lernen Datenbanksystem Wissenserwerb Wissensextraktion Datenbank
url	http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009061405&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA
work_keys_str_mv	AT estermartin knowledgediscoveryindatabasestechnikenundanwendungen AT sanderjorg knowledgediscoveryindatabasestechnikenundanwendungen

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THWS Würzburg Teilbibliothek SHL, Raum I.2.11

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