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Conceptual Clustering with Iceberg Concept Lattices

Published: 2001 Oktober

Buchtitel: Proc. GI-Fachgruppentreffen Maschinelles Lernen '01

Referierte Veröffentlichung


We introduce the notion of iceberg concept lattices and show their use in Knowledge Discovery in Databases (KDD). Iceberg lattices are a conceptual clustering method, which is well suited for analyzing very large databases. They also serve as a condensed representation of frequent itemsets, as starting point for computing bases of association rules, and as a visualization method for association rules. Iceberg concept lattices are based on the theory of Formal Concept Analysis, a mathematical theory with applications in data analysis, information retrieval, and knowledge discovery.

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