Uncertainty in Web Data

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Fuzzy Knowledge and Ontology Evolution

ISBN: 6202085940
ISBN 13: 9786202085946
Autor: Mazzieri, Mauro
Verlag: Edizioni Accademiche Italiane
Umfang: 108 S.
Erscheinungsdatum: 14.08.2018
Auflage: 1/2018
Format: 0.7 x 22 x 15
Gewicht: 179 g
Produktform: Kartoniert
Einband: Kartoniert
Artikelnummer: 5453290 Kategorie:

Beschreibung

Knowledge representation in very distributed environments, such as the Web, arise reliability and mutual consistency concerns. Starting from an exposition of current Web knowledge representation languages, this work propose solutions for various kinds of uncertainty in web data. A first kind of uncertainty arise from inherently vague knowledge. For this reason RDF and RDF Schema are extended with a fuzzy syntax and semantics, in the same way as fuzzy logic allows the representation of uncertain knowledge not expressible in first-order logic. The extension is then further generalized to arbitrary annotations on web data, where annotations are taken from any partially-ordered set. Another kind of uncertainty arise from contradicting information. Contradictions are harmful for traditional reasoners, as entailment is not usable in presence of inconsistency. Two of the possible solutions analyzed and extended are to restore consistency in the original knowledge base, and to use non-standard reasoning allowing to derive meaningful answers even with inconsistent inputs.

Autorenporträt

From 2005 until 2008 PhD in Electronic Engineering, Computer Science and Telecommunications. From 2008 until 2010 holder of research grant at the Polytechnic University of the Marche. Currently ,professor at the same university.

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