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Kantardzic, M.: Data mining : concepts, models, methods, and algorithms (2003)
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- Abstract
- This book offers a comprehensive introduction to the exploding field of data mining. We are surrounded by data, numerical and otherwise, which must be analyzed and processed to convert it into information that informs, instructs, answers, or otherwise aids understanding and decision-making. Due to the ever-increasing complexity and size of today's data sets, a new term, data mining, was created to describe the indirect, automatic data analysis techniques that utilize more complex and sophisticated tools than those which analysts used in the past to do mere data analysis. "Data Mining: Concepts, Models, Methods, and Algorithms" discusses data mining principles and then describes representative state-of-the-art methods and algorithms originating from different disciplines such as statistics, machine learning, neural networks, fuzzy logic, and evolutionary computation. Detailed algorithms are provided with necessary explanations and illustrative examples. This text offers guidance: how and when to use a particular software tool (with their companion data sets) from among the hundreds offered when faced with a data set to mine. This allows analysts to create and perform their own data mining experiments using their knowledge of the methodologies and techniques provided. This book emphasizes the selection of appropriate methodologies and data analysis software, as well as parameter tuning. These critically important, qualitative decisions can only be made with the deeper understanding of parameter meaning and its role in the technique that is offered here. Data mining is an exploding field and this book offers much-needed guidance to selecting among the numerous analysis programs that are available.
Authors
- Kuropka, D. 2
- Bozzon, A. 1
- Brambilla, M. 1
- Ceri, S. 1
- Colomb, R.M. 1
- Crestani, F. 1
- Croft, W.B. 1
- Della Valle, E. 1
- Dominich, S. 1
- Fraternali, P. 1
- Gödert, W. 1
- Haynes, D. 1
- Hüsken, P. 1
- Kantardzic, M. 1
- Lepsky, K. 1
- Manning, C.D. 1
- Metzler, D. 1
- Mizzaro, S. 1
- Morville, P. 1
- Mück, T. 1
- Nagelschmidt, M. 1
- Pomerantz, J. 1
- Quarteroni, S. 1
- Raghavan, P. 1
- Scagnetto, I, 1
- Schütze, H. 1
- Strohman, T. 1
- Tunkelang, D. 1
- White, R.W. 1
- Widhalm, R. 1
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Themes
- Internet 3
- Suchmaschinen 3
- Metadaten 2
- Suchtaktik 2
- Wissensrepräsentation 2
- Data Mining 1
- Grundlagen u. Einführungen: Allgemeine Literatur 1
- Informationsdienstleistungen 1
- Katalogfragen allgemein 1
- Klassifikationssysteme im Online-Retrieval 1
- Literaturübersicht 1
- Retrievalalgorithmen 1
- Retrievalstudien 1
- Semantic Web 1
- Semantisches Umfeld in Indexierung u. Retrieval 1
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Subjects
- Information Retrieval 5
- Information retrieval 4
- Information storage and retrieval systems 3
- Computer science 2
- Information storage and retrieval 2
- Natürlichsprachiges System / Dokumentverarbeitung / Wissensrepräsentation / Benutzermodell / Information Retrieval / Relationales Datenmodell 2
- Natürlichsprachiges System / Dokumentverarbeitung / Wissensrepräsentation / Benutzermodell / Informationsauswahl / Relationales Datenmodell 2
- Text processing (Computer science) 2
- Automatische Indexierung 1
- Bibliografische Beschreibung 1
- Bilddatenbank 1
- Computational linguistics 1
- Computer science / Mathematics 1
- Content Management / Semantisches Netz / HyTime 1
- Content Management / Semantisches Netz / XML 1
- Data Mining / Lehrbuch 1
- Data mining 1
- Database design 1
- Database management 1
- Database searching 1
- Datenorganisation 1
- Document clustering 1
- Dokumentverarbeitung / Information Retrieval / Abfrageverarbeitung (GBV) 1
- Dokumentverarbeitung / Lehrbuch 1
- Dokumentverwaltungssystem / Lehrbuch (BVB) 1
- Faceted classification / Research 1
- Information Engineering / Lehrbuch 1
- Information Retrieval (GBV) 1
- Information Retrieval / Datenbanksystem (BVB) 1
- Information Retrieval / Datenbanksystem / Suchmaschine (GBV) 1
- Information Retrieval / Einführung (BVB) 1
- Information Retrieval / Lehrbuch 1
- Information Retrieval / Semantic Web 1
- Information Retrieval / Textverarbeitung / Aufsatzsammlung (BVB) 1
- Information Retrieval / Ubiquitous Computing (GBV) 1
- Information Retrieval / World Wide Web / Suchmaschine 1
- Information Storage and Retrieval 1
- Information resources management 1
- Information science 1
- Information storage and retrieval systems / Congresses 1
- Information technology 1
- Information theory 1
- Informations- und Dokumentationswissenschaft / Theoriebildung / Informationstheorie 1
- Informationsbedarf 1
- Informationsmanagement / Information Retrieval / Metadatenmodell 1
- Informationsmanagement / Lehrbuch 1
- Inhaltserschließung 1
- Internet / Information Retrieval / Semantisches Netz / HyTime 1
- Internet / Information Retrieval / Semantisches Netz / XML 1
- Internet / Navigieren / Suchmaschine / Abfragesprache / Semantisches Netz / ISO-Norm 1
- Internet searching 1
- Internet searching / Research 1
- Knowledge Bases 1
- Kongress / Information Retrieval / Kongress (GBV) 1
- Library science 1
- Literaturdatenbank 1
- Metadata , Information organization 1
- Metadaten / Semantic Web / Metadatenmodell 1
- Mobile Computing 1
- Mobiles Endgerät 1
- Online-Recherche / Mathematische Methode 1
- Recherche / Strategie 1
- Relationale Datenbank 1
- Search engines / Programming 1
- Search engines / Technological innovations 1
- Semantic Web 1
- Semantic Web (BVB) 1
- Suchmaschine 1
- Suchmaschine / Information Retrieval 1
- Text REtrieval Conference 1
- Text processing (Computer science) / Congresses 1
- Textverarbeitung (BVB) 1
- User interfaces (Computer systems) 1
- Web search engines 1
- Web search engines / Research 1
- World Wide Web / Subject access 1
- World Wide Web / Suchmaschine (HBZ) 1
- World Wide Web 2.0 1
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Classifications
- 06.74 / Informationssysteme 6
- AN 95000 5
- ST 205 4
- TWY (DU) 4
- 025.04 3
- 06.74 (Informationssysteme) 3
- TYP (HA) 3
- 06.74 Informationssysteme 2
- 54.32 / Rechnerkommunikation 2
- 54.64 / Datenbanken 2
- 54.72 / Künstliche Intelligenz 2
- 54.75 / Sprachverarbeitung <Informatik> 2
- AN 93000 2
- AZE (PB) 2
- ST 265 2
- ST 515 2
- TK5105.884 2
- TVV (DU) 2
- TZH (HA) 2
- TZR (HA) 2
- TZU (HA) 2
- 004 1
- 004/.01/51 / dc21 1
- 005.74 (SWB) 1
- 005.74 / dc22 1
- 005.75/8 1
- 006.3/12 / dc22 1
- 02.13 (Wissenschaftspraxis) 1
- 020 / dc23 1
- 025 1
- 025.04 / dc22 1
- 025.04 / dc23 1
- 025.04 / ddc22ger 1
- 025.0402856332 / DDC22ger 1
- 025.04252 / dc23 1
- 025.3 / dc23 1
- 025.30285 / ddc22ger 1
- 025.524 / dc23 1
- 06.30 (Bibliothekswesen / Dokumentationswesen: Allgemeines) 1
- 06.35 / Informationsmanagement 1
- 06.35 Informationsmanagement 1
- 06.70 (Katalogisierung / Bestandserschließung) 1
- 54.10 Theoretische Informatik 1
- 54.53 / Programmiersprachen 1
- 54.62 Datenstrukturen 1
- 6.00 Information und Dokumentation: Allgemeines 1
- AN 73400 1
- AN 930000 1
- AN 95100 1
- AN 95300 1
- AN 96000 1
- AVJ (W) 1
- AYZ (PB) 1
- AZC (E) 1
- AZE (DU) 1
- AZE (E) 1
- AZE (SI) 1
- BCA (FH K) 1
- BCA (FHK) 1
- BCAO (FH K) 1
- BFP (E) 1
- DP 2600 1
- PZY (FH K) 1
- QA75.5-76.95 1
- QA76.9 1
- QA76.9.D26M673 2005 1
- QA76.9.D343K36 2003 1
- QA76.9.M35D66 2001 1
- QA76.9.T48 1
- QA76.9.T48T74 2005 1
- QP 500 1
- ST 200 1
- ST 271 1
- ST 278 1
- ST 302 1
- ST 306 1
- ST 530 1
- SU 804 1
- T58.5 .C63 2002 1
- TK 5105.884 .C765 2010 1
- TLQ (W) 1
- TVA (W) 1
- TVVK (SI) 1
- TWP (DU) 1
- TWP (FH GE) 1
- TWP (PB) 1
- TWPN (SI) 1
- TWPO (SI) 1
- TWX (E) 1
- TWX (FH K) 1
- TZG (HA) 1
- Z665 1
- Z666.7 1
- Z695.92 1
- ZA3075 1
- ZA4230 .S63 2008 1
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