西安交通大学电子与信息工程学院,西安,710049
网络首发:2010-06-10,
纸质出版:2010
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翟社平 1, 魏娟丽 2, 李增智 1, 等. 利用服务质量参数值预测的Web服务选择方法[J]. 西安交通大学学报, 2010,44(6):57-61.
A Web Service Selecting Strategy Based on Prediction with Quality of Service Parameter Values[J]. 2010, 44(6): 57-61.
为了使得服务消费者获得的QoS值能够作为服务分级和排序的重要依据
提出了一种基于QoS参数值预测的Web服务选择算法.依据服务质量一致性指标生成服务质量报告
并对可信报告进行标记
再利用预处理算法来剔除欺骗报告.采用模糊回归方法对服务质量值进行预测:将服务质量的属性值和服务质量评价值分别作为方法的输入和输出
以此来确定模糊系数; 把服务质量的评价模糊化为对称的三角模糊数; 最后将获得的QoS预测结果作为服务选择的依据.实验结果表明
随着质量报告样本数的增加
服务质量预测值逐渐接近实际的QoS值.在服务发现对比实验中使用了服务质量预测方法
通过调整服务质量的一致性、服务消费者能够接受的服务广告和服务请求之间的质量差
实验结果的平均准确率误差可以控制在2.7%以内.
To enable Web service consumer to acquire the quality of service(QoS)value as a reference for service ranking and sorting
a Web service ranking algorithm based on the QoS parameters prediction is proposed. According to the measure of service quality conformance
the service quality reports are produced
the creditable reports are marked
and the preprocessing method is chosen to exclude those cheating reports. The QoS value is predicted with the fuzzy regression method
whose I/O parameters get the property and evaluation values of service quality respectively
so the fuzzy coefficients can be determined and the QoS evaluation is hazed with symmetric triangular fuzzy number
and the results are employed as the service selecting basis. The experimental results demonstrate that the predicted value is close to the real QoS value gradually as the sample number of the service quality report increasing. The service quality prediction
compared with the others in the service discovery
enables the average R-precision error to be controlled within 2.7% with the varying parameters of service quality conformance and the QoS difference between service advertisement and requirement accepted by service consumer.
ABRAMOWICZ W,KACZMAREK M,ZYSKOWSKI D.Managing web service quality: measuring outcomes and effectiveness[M].Hershey,USA: IGI Global,Information Science Reference,2008:96-113.
KLAN F,KONIG-RIES B.A personalized approach to experience-aware service ranking and selection[C]∥Second International Conference on Scalable Uncertainty Management(SUM2008).Napoli, Italy: Springer,2008:270-283.
李研,周明辉,李瑞超.一种考虑QoS数据可信性的服务选择方法[J].软件学报,2008,19(10): 2620-2627.
LI Yan, ZHOU Minghui, LI Ruichao. Service selection approach considering the trustworthiness of QoS data[J].Journal of Software,2008,19(10):2620-2627.
JSANG A,ISMAIL R,BOYD C.A survey of trust and reputation systems for online service provision[J].Decision Support Systems,2007,43(2):618-644.
吴冲,潘启树,李汉铃.模糊线性回归预测[J].西安交通大学学报,2000,34(9):100-102.
WU Chong, PAN Qishu, LI Hanling.Fuzzy linear regression prediction[J].Journal of Xi'an Jiaotong University,2000,34(9):100-102.
ZHAI Sheping, WANG Hai, WEI Juanli. A pragmatics web service oriented approach to understanding the semantics of concepts [C]∥IEEE Asia-Pacific Conference on Services Computing.Piscataway,NJ,USA:IEEE Computer Society,2008:1069-1074.
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