一种基于规则学习的本体映射方法
iscovering Complex Semantic Mappings as Learning Rules Across Ontologies
本体映射是一种实现使用异构本体的应用程序之间互操作性的关键技术。提出了一种发现本体之间复杂语义映射的新方法。将语义映射发现问题转化成规则学习,基于归纳逻辑编程生成Horn规则形式的语义映射。特别地,利用本体间的实例映射来构造用于发现和验证语义映射的变量绑定,并且对于本体中的类和属性分别提出不同的处理策略以提高学习效果。实验结果验证了方法的有效性。
Ontology mapping is an important way of establishing interoperabilitybetween (Semantic) Web applications that use differentbut relevant ontologies. In this paper, we propose a new approach forfinding complex semantic mappings across ontologies by transforming the problemto a rule learning task. Our approach, derived from the classical InductiveLogic Programming (ILP), generates mappings in the form of Hornrules. Specifically, it utilizes existing instance mappings as anchors betweenontologies to construct variable bindings for finding and validatingsemantic mappings. Different processing strategies are applied to classesand properties for improving the learning effectiveness. Our experimentalresults demonstrate the feasibility of our approach.
胡伟、陈建锋
计算技术、计算机技术
语义Web本体映射归纳逻辑编程实例映射
Semantic WebOntology MappingInductive Logic ProgrammingInstance Mapping
胡伟,陈建锋.一种基于规则学习的本体映射方法[EB/OL].(2011-08-31)[2025-08-02].http://www.paper.edu.cn/releasepaper/content/201108-577.点此复制
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