Data Mining for Data Classification Based on the KNN-Fuzzy Method Supported by Genetic Algorithm

Data Mining for Data Classification Based on the KNN-Fuzzy Method Supported by Genetic Algorithm

This paper presents a classification method based on the KNN-Fuzzy classification algorithm, supported by Genetic Algorithm. It discusses how to consider data clustering according to the Fuzzy logic and its consequences in the area of Data Mining. Analyses are made upon the results obtained in the c...

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Bibliographische Detailangaben
Hauptverfasser: Rosa, José L. A., Ebecken, Nelson F. F.
Format: Buchkapitel
Sprache:eng
Schlagworte:
Applied sciences
Artificial intelligence
Computer science
control theory
systems
Exact sciences and technology
Information systems. Data bases
Learning and adaptive systems
Memory organisation. Data processing
Software
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Beschreibung
Zusammenfassung:This paper presents a classification method based on the KNN-Fuzzy classification algorithm, supported by Genetic Algorithm. It discusses how to consider data clustering according to the Fuzzy logic and its consequences in the area of Data Mining. Analyses are made upon the results obtained in the classification of several data bases in order to demonstrate the proposed theory.
ISSN:0302-9743
1611-3349
DOI:10.1007/3-540-36569-9_9