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Logic-Based Roughification
2013 (English)In: Rough Sets and Intelligent Systems - Professor Zdzisław Pawlak in Memoriam (vol. I) / [ed] A. Skowron and Z. Suraj, Springer Berlin/Heidelberg, 2013, 517-543Kapitel i bok, del av antologi (Other academic)
Abstract [en]

The current chapter is devoted to roughification. In the most general setting, we intend the term roughification to refer to methods/techniques of constructing equivalence/similarity relations adequate for Pawlak-like approximations. Such techniques are fundamental in rough set theory. We propose and investigate novel roughification techniques. We show that using the proposed techniques one can often discern objects indiscernible by original similarity relations, what results in improving approximations. We also discuss applications of the proposed techniques in granulating relational databases and concept learning. The last application is particularly interesting, as it shows an approach to concept learning which is more general than approaches based solely on information and decision systems.

Series
Intelligent Systems Reference Library, ISSN 1868-4394 ; 42
National Category
Computer and Information Science
Identifiers
urn:nbn:se:liu:diva-80274 (URN)10.1007/978-3-642-30344-9_19 (DOI)978-3-642-30343-2 (ISBN)oai:DiVA.org:liu-80274 (OAI)
Available from2012-08-23 Created:2012-08-23 Last updated:2012-08-29

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Nguyen, Linh AnhSzalas, Andrzej
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University of Warsaw, PolandArtificial Intelligence and Intergrated Computer systemsThe Institute of Technology
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