14 Pages Posted: 17 Aug 2004
Date Written: August 2004
The underlying assumptions for interpreting the meaning of data often change over time, which further complicates the problem of semantic heterogeneities among autonomous data sources. As an extension to the Context Interchange (COIN) framework, this paper introduces the notion of temporal context as a formalization of the problem. We represent temporal context as a multi-valued method in F-Logic; however, only one value is valid at any point in time, the determination of which is constrained by temporal relations. This representation is then mapped to an abductive constraint logic programming framework with temporal relations being treated as constraints. A mediation engine that implements the framework automatically detects and reconciles semantic differences at different times. We articulate that this extended COIN framework is suitable for reasoning on the Semantic Web.
Keywords: Context Interchange (COIN) framework, temporal context, Semantic Web
Suggested Citation: Suggested Citation
Zhu, Hongwei (Harry) and Madnick, Stuart and Siegel, Michael, Reasoning about Temporal Context using Ontology and Abductive Constraint Logic Programming (August 2004). MIT Sloan Working Paper No. 4498-04; CISL Working Paper No. 2004-15. Available at SSRN: https://ssrn.com/abstract=577261 or http://dx.doi.org/10.2139/ssrn.577261