An ontology learning method enhanced by frame semantics

Enhong Chen, Gaofeng Wu
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引用次数: 17

Abstract

Ontology learning is a method that can be used by ontology engineers to construct ontology more easily. With the rapid development of semantic Web and the ever increasing need for ontology, ontology learning has been regarded as one of the most important fields in the semantic Web related research work. In recent years, a lot of work has been done to design appropriate methods for ontology learning all over the world. But all these methods have some common shortcomings which limit their abilities. In this paper, we first analyze the characteristics of these shortcomings and then propose our own ontology learning method based on the theory of frame semantic which can overcome the shortcomings mentioned above and facilitate the ontology learning task. The experiment results show that this method could improve the performance of the ontology learning system.
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一种基于框架语义的本体学习方法
本体学习是本体工程师可以更方便地构建本体的一种方法。随着语义Web的快速发展和对本体的需求不断增加,本体学习已成为语义Web相关研究工作的重要领域之一。近年来,国内外在设计合适的本体学习方法方面做了大量的工作。但所有这些方法都有一些共同的缺点,限制了它们的能力。本文首先分析了这些缺点的特点,然后提出了基于框架语义理论的本体学习方法,克服了上述缺点,方便了本体学习任务的完成。实验结果表明,该方法可以提高本体学习系统的性能。
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