Information Fusion in Data Mining

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Studies in Fuzziness and Soft Computing 123

ISBN: 3540006761
ISBN 13: 9783540006763
Autor: Torra, Prof Vicenç
Verlag: Springer Verlag GmbH
Umfang: x, 234 S.
Erscheinungsdatum: 10.04.2003
Produktform: Gebunden/Hardback
Einband: GEB

Information fusion is becoming a major need in data mining and knowledge discovery in databases. This book presents some recent fusion techniques that are currently in use in data mining, as well as data mining applications that use information fusion. Special focus of the book is on information fusion in preprocessing, model building and information extraction with various applications.

Artikelnummer: 1465076 Kategorie:

Beschreibung

InhaltsangabeIntroduction: Trends in Information fusion in Data Mining.- Part 1: Aggregation Operators: Methods and Properties.- Part 2: Preprocessing Data.- Part 3: Model Building.- Part 4: Information Extraction.

Inhaltsverzeichnis

InhaltsangabeTrends in Information fusion in Data Mining.- On some aggregation operators for numerical information.- Choquet integral and Sugeno integral in the Particle Deflection Plane.- Data Mining Using a Probabilistic Weighted Ordered Weighted Average (PWOWA) Operator.- Mining Interesting Patterns in Multiple Data Sources.- Discovery of Temporal Knowledge in Medical Time-Series Databases using Moving Average, Multiscale Matching and Rule Induction.- Record linkage methods for multidatabase data mining.- Modelling data by the Choquet integral.- An Algorithm Based on Alternative Projections for a Fuzzy Measure Identification Problem.- Combining Information Fusion with String Pattern Analysis: A New Method for Predicting Future Purchase Behavior.- Ensemble Learnig by a Fuzzy Classification Systems for Pattern Classification.- Data Mining Using Granular Linguistic Summaries.

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