ENGLISH

Towards a Unified Modeling and Knowledge-Representation based on Lattice Theory: Computational Intelligence and Soft Computing Applications

By Vassilis G. Kaburlasos

Book information

Publisher
Springer
Year
2006
ISBN
9783540341697, 3540341692, 3540317627, 3540284583, 3540328696, 3540291172, 3540327967
LCC
QA76.76.E95 L554 2006
Language
english
Format
PDF
Filesize
7 MB (7627344 bytes)
Series
Studies in Computational Intelligence
Edition
1
Pages
260\260
Time added
2010-02-18 13:16:04

Description

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.

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