Author
Şensoy, Murat, Kaplan, L., de Mel, G.
Publication Date
2016
Publication Place
-
Springer International Publishing
Subject
Description logics, Trust, Web
Type
Document
Language
English
Digital
Yes
Manuscript
No
Library
Özyeğin University
Library Asset ID
2-s2.0-84984838218
Record ID
d45ad365-2a5b-4045-8409-2f47990e7655
Library Location
Computer Science
Date
2016
Notes
U.S. Army Research Laboratory ; U.K. Ministry of Defence ; TÜBİTAK
Sample Text
Intelligent software agents may significantly benefit from semantic reasoning. However, existing semantic reasoners are based on Description Logics, which cannot handle vague, incomplete, and unreliable knowledge. In this paper, we propose SDL-LiteSDL-Lite which extends DL-LiteRDL-LiteR with subjective opinions to represent uncertainty in knowledge. We directly incorporate trust into the reasoning so that the inconsistencies in the knowledge can be resolved based on trust evidence analysis. Therefore, the proposed logic can handle uncertain information from unreliable sources. We demonstrate how SDL-LiteSDL-Lite can be used for semantic fusion of uncertain information from unreliable sources and show that SDL-LiteSDL-Lite reasoner can estimate the ground truth with a minimal error.
DOI
10.1007/978-3-319-44832-9_6
