Probabilistic top-K dominating services composition with uncertain QoS

Probabilistic top-K dominating services composition with uncertain QoS
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具有不确定 QoS 的概率 Top-K 主导服务组合

DOI:
10.1007/s11761-013-0152-4
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发表时间:
2014-01
影响因子:
1.3
通讯作者:
Xianglan Han
Xianglan Han
中科院分区:
--
文献类型:
--
作者:
Shiting Wen;Chaogang Tang;Qing Li;Dickson Chiu;An Liu;Xianglan Han

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Traditional service selection schemes require users to define a utility function by assigning weights to each quality-of-service (QoS) metric. To relieve users from the professional knowledge, skyline techniques have been studied recently by several researchers. However, the size of skyline services is sometimes not easy controlled due to intrinsic attributes of services. Additionally, we observe that most QoS metrics may fluctuate during run-time. Considering such uncertainty and dynamics, in this paper, we propose to obtain probabilistic top-k dominating services with uncertain QoS. Different from previous works, our approach employs the probabilistic characteristic of service instances and calculates the dominating abilities of services so as to achieve an accurate selection. Experimental results have shown the feasibility and effectiveness of our approach.
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