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A Systematic Approach to Reliability Assessment in Integrated Databases

Zadorozhny, Vladimir and Grant, John (2015) A Systematic Approach to Reliability Assessment in Integrated Databases. Journal of Intelligent Information Systems. (In Press)

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Abstract

We provide a novel framework based on a systematic treatment of data inconsistency and the related concept of data reliability in integrated databases. Our main contribution is the formalization of reliability assessment for historical data where redundancy and inconsistency are common. We discover data inconsistency through the analysis of relationships between existing reports in the integrated database. We present a new approach by defining properties (rules) that a good measure of reliability should satisfy. We then propose such measures and show which properties they satisfy. We also report on a simulation-based study of the introduced framework

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Details

Item Type: Article
Status: In Press
Creators/Authors:
CreatorsEmailPitt UsernameORCID
Zadorozhny, Vladimirvladimir@sis.pitt.eduVIZ
Grant, Johngrant@cs.umd.edu
Date: 12 May 2015
Date Type: Publication
Access Restriction: No restriction; Release the ETD for access worldwide immediately.
Journal or Publication Title: Journal of Intelligent Information Systems
DOI or Unique Handle: 10.1007/s10844-015-0359-2
Institution: University of Pittsburgh
Schools and Programs: School of Information Sciences > Information Science
Refereed: Yes
Article Type: Research Article
Date Deposited: 04 Aug 2015 14:06
Last Modified: 15 Nov 2016 14:29
URI: http://d-scholarship.pitt.edu/id/eprint/25892

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