On the Use of Fuzzy Dominance for Computing Service Skyline Based on QoS

Karim Benouaret, D. Benslimane, A. Hadjali
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引用次数: 51

Abstract

Nowadays, the exploding number of functionally similar Web services has led to a new challenge of selecting the most relevant services using quality of service (QoS) aspects. Traditionally, the relevance of a service is determined by computing an overall score that aggregates individual QoS values. Users are required to assign weights to QoS attributes. This is a rather demanding task and an imprecise specification of the weights could result in missing some user desired services. Recent approaches focus on computing service skyline over a set of QoS aspects. This can completely free users from assigning weights to QoS attributes. However, two main drawbacks characterize such approaches. First, the service skyline often privileges services with a bad compromise between different QoS attributes. Second, as the size of the service skyline may be quite large, users will be overwhelmed during the service selection process. In this paper, we introduce a new concept, called alpha-dominant service skyline, to address the above issues and we develop a suitable algorithm for computing it efficiently. Experimental evaluation conducted on synthetically generated datasets, demonstrates both the effectiveness of the introduced concept and the efficiency of the proposed algorithm.
模糊优势在基于QoS的服务天际线计算中的应用
如今,功能相似的Web服务数量的爆炸式增长导致了使用服务质量(QoS)方面选择最相关服务的新挑战。传统上,服务的相关性是通过计算汇总各个QoS值的总体得分来确定的。用户需要为QoS属性分配权重。这是一项要求相当高的任务,权重的不精确规范可能会导致丢失一些用户想要的服务。最近的方法侧重于在一组QoS方面计算服务天际线。这可以让用户完全免于为QoS属性分配权重。然而,这种方法有两个主要缺点。首先,服务天际线通常对在不同QoS属性之间做出不良妥协的服务给予特权。其次,由于服务天际线的规模可能相当大,用户在选择服务的过程中会感到不知所措。在本文中,我们引入了一个新的概念,称为阿尔法主导服务天际线,以解决上述问题,我们开发了一个合适的算法来有效地计算它。在综合生成的数据集上进行了实验评估,证明了所引入概念的有效性和所提出算法的效率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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