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A Web Services Discovery Approach Based on Mining Underlying Interface Semantics

机译:基于挖掘底层接口语义的Web服务发现方法

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In recent years, Web service discovery has been a hot research topic. In this paper, we propose a novel Web services discovery approach, which can mine the underlying semantic structures of interaction interface parameters to help users find and employ Web services, and can match interfaces with high precision when the parameters of those interfaces contain meaningful synonyms, abbreviations, and combinations of disordered fragments. Our approach is based on mining the underlying semantics. First, we propose a conceptual Web services description model in which we include the type path for the interaction interface parameters in addition to the traditional text description. Then, based on this description model, we mine the underlying semantics of the interaction interface to create index libraries by clustering interaction interface names and fragments under the supervision of co-occurrence probability. This index library can help provide a high-efficiency interface that can match not only synonyms but also abbreviations and fragment combinations. Finally, we propose a Web service Operations Discovery algorithm (OpD). The OpD discovery results include two types of Web services: services with “Single” operations and services with “Composite” operations. The experimental evaluation shows that our approach performs better than other Web service discovery methods in terms of both discovery time and precision/ recall rate.
机译:近年来,Web服务发现已成为研究的热点。在本文中,我们提出了一种新颖的Web服务发现方法,该方法可以挖掘交互接口参数的潜在语义结构,以帮助用户查找和使用Web服务,并且当这些接口的参数包含有意义的同义词时,可以高精度地匹配接口,缩写和无序片段的组合。我们的方法基于挖掘底层语义。首先,我们提出了一个概念性的Web服务描述模型,其中除了传统的文本描述之外,还包括交互接口参数的类型路径。然后,基于该描述模型,我们在交互出现概率的监督下,通过对交互接口名称和片段进行聚类,挖掘交互接口的底层语义以创建索引库。该索引库可以帮助提供一个高效的接口,该接口不仅可以匹配同义词,还可以匹配缩写和片段组合。最后,我们提出了一种Web服务操作发现算法(OpD)。 OpD发现结果包括两种类型的Web服务:具有“单个”操作的服务和具有“复合”操作的服务。实验评估表明,在发现时间和准确性/召回率方面,我们的方法比其他Web服务发现方法表现更好。

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