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Journal Articles IEEE Transactions on Knowledge and Data Engineering Year : 2013

Evaluating data reliability : an evidential answer with application to a web-enabled data warehouse

Abstract

There are many available methods to integrate information source reliability in an uncertainty representation, but there are only a few works focusing on the problem of evaluating this reliability. However, data reliability and confidence are essential components of a data warehousing system, as they influence subsequent retrieval and analysis. In this paper, we propose a generic method to assess data reliability from a set of criteria using the theory of belief functions. Customizable criteria and insightful decisions are provided. The chosen illustrative example comes from real-world data issued from the Sym'Previus predictive microbiology oriented data warehouse.
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Dates and versions

hal-01267940 , version 1 (29-05-2020)

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Sébastien Destercke, Patrice Buche, Brigitte Charnomordic. Evaluating data reliability : an evidential answer with application to a web-enabled data warehouse. IEEE Transactions on Knowledge and Data Engineering, 2013, 25 (1), pp.92-105. ⟨10.1109/tkde.2011.179⟩. ⟨hal-01267940⟩
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