Knowledge Decay in a Normalised Knowledge Base

  • Authors:
  • John K. Debenham

  • Affiliations:
  • -

  • Venue:
  • DEXA '00 Proceedings of the 11th International Conference on Database and Expert Systems Applications
  • Year:
  • 2000

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Abstract

Knowledge 'decay' is a measure of the degradation of knowledge integrity. In a unified knowledge representation, data, information and knowledge are all represented in a single formalism as "items". A unified knowledge representation is extended here to include two measures of knowledge integrity. A rule of inference is defined on the unified knowledge representation that preserves the validity of these two measures. This rule of inference is used to define a normalised knowledge base. The use of a unified knowledge represenation and the application of knowledge base normalisation simplifies the estimation of knowledge decay.