Vassilis G. Kaburlasos
Towards a Unified Modeling and Knowledge-Representation based on Lattice Theory
Computational Intelligence and Soft Computing Applications
Gebonden Engels 2006 2006e druk 9783540341697
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Samenvatting
This research monograph proposes a unified, cross-fertilizing approach for knowledge-representation and modeling based on lattice theory. The emphasis is on clustering, classification, and regression applications. It presents novel tools and useful perspectives for effective pattern classification. The material is multi-disciplinary based on on-going research published in major scientific journals and conferences.
Specificaties
ISBN13:9783540341697
Taal:Engels
Bindwijze:gebonden
Aantal pagina's:245
Uitgever:Springer Berlin Heidelberg
Druk:2006
Hoofdrubriek:Automatisering algemeen, Computer en informatica
Lezersrecensies
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Inhoudsopgave
The Context.- Origins in Context.- Relevant Literature Review.- Theory and Algorithms.- Novel Mathematical Background.- Real-World Grounding.- Knowledge Representation.- The Modeling Problem and its Formulation.- Algorithms for Clustering, Classification, and Regression.- Applications and Comparisons.- Numeric Data Applications.- Nonnumeric Data Applications.- Connections with Established Paradigms.- Conclusion.- Implementation Issues.- Discussion.
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