节点文献
面向最终用户的组合服务推荐
End-user oriented composite service recommendation
【摘要】 为了提高服务组合的效率,提出基于混合相似度策略的组合服务推荐方法,基于用户未完成的组合服务来推荐相似度最高的若干已完成的组合服务。根据组合服务完成程度的不同,提出两种组合服务相似性度量方法:基于BCR模型的行为相似性度量和基于组合服务描述文档的词频—逆向文件频率内容相似性度量。实验表明,该方法的推荐准确率和推荐效率均比经典的组合服务相似性度量方法高,与人工标注数据的相关程度也较高;同时,行为相似性度量更适合完成程度更高的组合服务推荐,而内容相似性度量更适合初始阶段。
【Abstract】 To improve the efficiency of composite service,a services recommendation approach based on hybrid similarity strategy was proposed.Several highest similarity complete composite services were recommended based on incomplete composite services.According to the different degree of composite services,two measurement methods of composite service similarity which included a behavior similarity measurement based on Behavior Constraint Relation(BCR)model and a content similarity measurement based on Term Frequency-Inverse Document Frequency(TFIDF)were proposed.The experiment result showed that the proposed method’s recommendation precession and efficiency was higher than classical composite service,and the corre-lation of manual annotation was also higher.The behavior similarity measurement was more suitable for composite service with higher completeness,and the content similarity was more suitable for initial stage.
【Key words】 end user; composite services; business process; similarity calculation; service recommendation;
- 【文献出处】 计算机集成制造系统 ,Computer Integrated Manufacturing Systems , 编辑部邮箱 ,2013年08期
- 【分类号】TP393.09
- 【被引频次】1
- 【下载频次】243