面向自动服务组合的半结构化抽象非功能属性识别

Incheon Paik, Wuhui Chen, R. Komiya
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摘要

自动服务组合(Automatic Service Composition, ASC)是根据用户的请求动态、自动地从已有的服务中提供新的增值服务。用户请求由功能需求和非功能需求组成。在服务组合期间,满足功能需求的服务位于发现阶段。抽象的非功能需求应该主要在服务执行的选择阶段之前确定。本研究的动机是识别无缝ASC的抽象非功能属性(NFPs),并提出基于NFPs的三个抽象级别模型从抽象NFPs到中级NFPs的转换。为了解决抽象性的模糊性,我们采用了既基于本体又基于术语相似度的方法。中间层与具体层之间的转换采用基于领域本体映射的确定性算法实现。为了评估术语相似度度量对非终结术语的有效性,研究了基于向量和基于大型语料库的方法。对基于测试数据集和本体精度的转换性能进行了评估。
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Identification of Semistructured Abstract Nonfunctional Properties for Automatic Service Composition
Automatic Service Composition (ASC) provides a new value-added service from existing services by user's request dynamically and automatically. User's requests consist of functional and nonfunctional requirements. During service composition, services that fulfill the functional requirements are located at the discovery stage. Abstract nonfunctional requirements should be identified mainly before the selection stage for service execution. Our research was motivated by the identification of abstract nonfunctional properties (NFPs) for a seamless ASC and proposes transformation from the abstract NFPs to intermediate-level NFPs based on the model of three levels of abstractness of NFPs. To solve the vagueness of the abstractness, we adapt approaches based not only on ontology but also on term similarity. The transformation between the intermediate and the concrete levels is carried out by a deterministic algorithm based on mapping of domain ontology. To evaluate the effectiveness of term similarity metrics for nonterminal terms, vector-based and large corpus-based approaches were investigated. The transformation performance based on precision over our test data set and ontology was evaluated.
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