Service Discovery Using Ontology Encoding Enhanced by Similarity of Information Content

Jiuyun Xu, Ruru Zhang, Kunming Xing, S. Reiff-Marganiec
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Abstract

With the rapid development of web service standards and technology, the number of web services on Internet is increasing rapidly. Consequently, discovering the right service to meet a user's requirements quickly and accurately is crucial for the service community. Many web service discovery methods use web service models with semantic descriptions based on ontologies, allowing to apply logical reasoning to the discovery task. However, requiring logical reasoning can lead to sacrifices in efficiency of web services discovery. To address this problem, this paper proposes a combination of ontology encoding with the similarity of information content approach. We encode the concepts in the ontology in a binary encoding in order to improve the discovery efficiency and then we calculate the semantic similarity of information content between services. Validation of efficiency of the proposed approach is conducted through an experiment using the owls-tc2.0 as benchmark test set. The experimental results show that the proposed method not only can improve the efficiency of service discovery, but also can significantly improve the accuracy of service discovery compared with other discovery methods.
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利用信息内容相似度增强本体编码的服务发现
随着web服务标准和技术的快速发展,Internet上的web服务数量迅速增加。因此,快速准确地发现满足用户需求的正确服务对服务社区至关重要。许多web服务发现方法使用带有基于本体的语义描述的web服务模型,从而允许对发现任务应用逻辑推理。然而,要求逻辑推理可能会牺牲web服务发现的效率。为了解决这一问题,本文提出了本体编码与信息内容相似度相结合的方法。为了提高发现效率,我们对本体中的概念进行二进制编码,然后计算服务间信息内容的语义相似度。以owl -tc2.0为基准测试集,通过实验验证了该方法的有效性。实验结果表明,与其他服务发现方法相比,该方法不仅可以提高服务发现的效率,而且可以显著提高服务发现的准确性。
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