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Conceptual Exploration / / by Bernhard Ganter, Sergei Obiedkov



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Autore: Ganter Bernhard Visualizza persona
Titolo: Conceptual Exploration / / by Bernhard Ganter, Sergei Obiedkov Visualizza cluster
Pubblicazione: Berlin, Heidelberg : , : Springer Berlin Heidelberg : , : Imprint : Springer, , 2016
Edizione: 1st ed. 2016.
Descrizione fisica: 1 online resource (XVII, 315 p. 148 illus.)
Disciplina: 006.312
Soggetto topico: Data mining
Algebra
Data Mining and Knowledge Discovery
Order, Lattices, Ordered Algebraic Structures
Persona (resp. second.): ObiedkovSergei
Nota di bibliografia: Includes bibliographical references and index.
Nota di contenuto: What to expect from this book -- Concept lattices -- An algorithm for closure systems -- The canonical basis -- Attribute exploration -- Non-implicational background knowledge -- Enhancing the expressive power -- Relational Exploration -- Concept exploration. .
Sommario/riassunto: This is the first textbook on attribute exploration, its theory, its algorithms for applications, and some of its many possible generalizations. Attribute exploration is useful for acquiring structured knowledge through an interactive process, by asking queries to an expert. Generalizations that handle incomplete, faulty, or imprecise data are discussed, but the focus lies on knowledge extraction from a reliable information source. The method is based on Formal Concept Analysis, a mathematical theory of concepts and concept hierarchies, and uses its expressive diagrams. The presentation is self-contained. It provides an introduction to Formal Concept Analysis with emphasis on its ability to derive algebraic structures from qualitative data, which can be represented in meaningful and precise graphics.
Titolo autorizzato: Conceptual Exploration  Visualizza cluster
ISBN: 3-662-49291-1
Formato: Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione: Inglese
Record Nr.: 9910254982003321
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