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Content Provider | IEEE Xplore Digital Library |
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Author | Rogova, G. Hadzagic, M. St-Hilaire, M. Florea, M.C. Valin, P. |
Copyright Year | 2013 |
Description | Author affiliation: Thales Canada, QC, Canada (Florea, M.C.) || Defence R&D Canada Valcartier, Quebec City, QC, Canada (Valin, P.) || OODA Technol. Inc., Montreal, QC, Canada (St-Hilaire, M.) || Univ. de Montreal, Montréal, QC, Canada (Hadzagic, M.) || Encompass Consulting, Honeoye Falls, NY, USA (Rogova, G.) |
Abstract | The context-dependent nature of information quality has been well recognized in the literature. Depending on the context, the overall information quality may relate to a single quality attribute, a combination of several, or all the attributes. Selection of quality attributes, methods for their combination as well as quality control strategies require consideration of decision makers' objectives and functions together with context parameters such as characteristics of the environment and current situations. This paper considers such context-dependent information quality attributes, namely, credibility, reliability, and timeliness, and presents a method of incorporating their combination into sequential decision making for pattern recognition. The context is represented by the time-dependent distance between an observed target and a sensor, and a situation-based time-dependent threshold on credibility. A case study involving an evidential learning system for sequential decision making designed for a quantitative evaluation of the described method, is also presented. |
Starting Page | 16 |
Ending Page | 21 |
File Size | 1218106 |
Page Count | 6 |
File Format | |
ISBN | 9781467324373 |
e-ISBN | 9781467324373 |
DOI | 10.1109/CogSIMA.2013.6523818 |
Language | English |
Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Publisher Date | 2013-02-25 |
Publisher Place | USA |
Access Restriction | Subscribed |
Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subject Keyword | Context Decision making Information quality Quality control Information fusion Sequential decision making Vectors Reliability Marine vehicles Context modeling |
Content Type | Text |
Resource Type | Article |
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