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Putting Together Skyline and Agent Paradigms to Enhancing Web Service Composition

机译:将Skyline和Agent范例放在一起以增强Web服务组合

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The fast growing number of alternative web services that provide the same functionality but differ in quality parameters and their continuous updating pose a new challenge for service composition: selecting proper services that achieve a composition with the best user desired preferences. However, the total number of possible compositions is often extremely high, an online exhaustive evaluation of all solutions involves a poor performances. In this paper, we address this issue and propose a solution for web service selection by leveraging the skyline operator and the agent paradigm. The solution allows providing a composite service which better satisfies user's preferences. User preferences are modeled using fuzzy sets. First, relevant services are obtained by applying the skyline operator. Then we select the top-k services by ranking skyline services using a fuzzy dominance method. Thereafter, we sort all the combinations of composite solutions according to their global satisfaction, and finally the best composite service is retained. In our approach, the composite service can be described in a sequential or/and a parallel structure. A set of experiments are done to show the effectiveness and the performance of the approach on a large number of web services.
机译:提供相同功能但质量参数不同的替代Web服务的数量迅速增长,它们的持续更新给服务组合提出了新的挑战:选择合适的服务,以最佳的用户期望偏好实现组合。但是,可能的成分总数通常非常高,所有解决方案的在线详尽评估都涉及较差的性能。在本文中,我们解决了这个问题,并通过利用天际线运营商和代理范式为Web服务选择提出了一种解决方案。该解决方案允许提供更好地满足用户偏好的组合服务。使用模糊集对用户偏好进行建模。首先,通过应用天际线运营商获得相关服务。然后,我们通过使用模糊优势方法对天际线服务进行排名来选择前k个服务。此后,我们根据组合解决方案的整体满意度对所有组合解决方案进行排序,最后保留最佳的组合服务。在我们的方法中,可以按顺序或/和并行结构描述组合服务。进行了一组实验,以证明该方法在大量Web服务上的有效性和性能。

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