Handling Uncertain Time Intervals in OWL 2: Possibility Vs Probability Theories-based Approaches

Nassira Achich, F. Ghorbel, F. Hamdi, Elisabeth Métais, F. Gargouri
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Abstract

In this paper, we propose an approach to handling uncertain time intervals and related qualitative relations, based on possibility theory. Four contributions are included in this approach. (1) Representing uncertain time intervals and related qualitative relations by extending the 4D-fluents approach with new ontological components. (2) Reasoning about uncertain time intervals by extending the Allen's interval algebra. The resulting interval relations preserve the good properties of the original algebra. (3) Proposing an OWL 2 possibilistic temporal ontology based on 4D-fluents approach extension and Allen's interval algebra extension. The proposed qualitative temporal relations are inferred via a set of SWRL rules. We validate our work by implementing a prototype based on this ontology. (4) Applying our work to PersonLink ontology and comparing the obtained results with our previous works.
owl2中不确定时间间隔的处理:基于可能性与基于概率理论的方法
本文提出了一种基于可能性理论处理不确定时间间隔及其相关定性关系的方法。这种方法包括四个贡献。(1)通过使用新的本体组件扩展4D-fluents方法来表示不确定的时间间隔和相关的定性关系。(2)通过扩展Allen区间代数对不确定时间区间的推理。所得到的区间关系保持了原代数的良好性质。(3)提出了基于4D-fluents方法扩展和Allen区间代数扩展的owl2可能性时间本体。所提出的定性时间关系是通过一组SWRL规则推断出来的。我们通过实现基于该本体的原型来验证我们的工作。(4)将我们的工作应用于PersonLink本体,并将得到的结果与之前的工作进行比较。
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