Towards a Unified Modeling and Knowledge-representation Based on Lattice Theory : Computational Intelligence And Soft Computing Applications

Kaburlasos, Vassilis G.

ISBN 10: 3540341692 / ISBN 13: 9783540341697

Verlag: Springer, 2006

Beschreibung

Bestandsnummer des Verkäufers 4240840-n

Bibliografische Details

• Titel: Towards a Unified Modeling and Knowledge-representation Based on Lattice Theory : Computational Intelligence And Soft Computing Applications
• Verlag: Springer
• Veröffentlichungsdatum: 2006
• Sprache: Englisch
• ISBN-10: 3540341692
• ISBN-13: 9783540341697
• Bindung: Hardcover
• Zustand: New

Über diesen Titel

Inhaltsangabe

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.

Von der hinteren Coverseite

By ‘model’ we mean a mathematical description of a world aspect. With the proliferation of computers a variety of modeling paradigms emerged under computational intelligence and soft computing. An advancing technology is currently fragmented due, as well, to the need to cope with different types of data in different application domains. 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 is shown how rigorous analysis and design can be pursued in soft computing using conventional (hard computing) methods. Moreover, non-Turing computation can be pursued. The material here is multi-disciplinary based on our on-going research published in major scientific journals and conferences. Experimental results by various algorithms are demonstrated extensively. Relevant work by other authors is also presented both extensively and comparatively.