A hierarchical and configurable reputation evaluation model for cloud manufacturing services based on collaborative filtering

作者：Feng, Yu; Huang, Biqing^*

来源：International Journal of Advanced Manufacturing Technology, 2018, 94(9-12): 3327-3343.

DOI：10.1007/s00170-017-0662-x

• Cloud manufacturing
• Reputation evaluation
• Collaborative filtering
• Hierarchy
• Configurability

With increasing number of enterprises involving in Cloud Manufacturing (CMfg), service reputation evaluation is becoming important in CMfg service platform. Existing reputation evaluation methods have poor configurablity and low scalability, they also suffer greatly from data sparsity. In this paper, we present a collaborative filtering (CF)-based hierarchical and configurable reputation evaluation method. First, we propose a hybrid framework to deal with sparsity issue in user feedback data. Then, we establish a library of evaluation metrics and select corresponding metrics to build a reputation computation model. Finally, the feedback data is fed into the evaluation model to calculate service reputations. We conduct an experiment to verify the validity and efficiency of our method.

• 出版日期2018-2
• 单位清华大学