A microservice recommendation mechanism based on mobile architecture

被引:5
|
作者
Wang, Ru [1 ]
Imran, Muhammad [2 ]
Saleem, Kashif [3 ]
机构
[1] Northwest A&F Univ, Coll Informat Engn, Xianyang, Shaanxi, Peoples R China
[2] King Saud Univ, Coll Appl Comp Sci, Riyadh, Saudi Arabia
[3] King Saud Univ, Ctr Excellence Informat Assurance, Riyadh, Saudi Arabia
基金
中国国家自然科学基金;
关键词
Microservice recommendation mechanism; GAN; Trajectory prediction; Collaborative filtering algorithm; CLOUD; INFORMATION; CHALLENGES; INTERNET; ISSUES; SYSTEM; DEAL;
D O I
10.1016/j.jnca.2019.102510
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
The microservice recommendation mechanism, as a key supporting technology for providing users with intelligent and proactive application services, is one of the important research contents in mobile social networks. In this paper, a recommendation mechanism of mobile social network service based on user trajectory, trust network and collaborative filtering algorithm is proposed. The user trajectory prediction model based on Generative Adversarial Network (GAN) is introduced into the process of service recommendation, and combined with trust degree to constitute the 3D service recommendation model of user-service-trajectory prediction. This method improves the accuracy and reliability of service recommendation and avoids the blindness and randomness of service recommendation. The simulation experiments show that the service recommendation algorithm has higher accuracy than the traditional collaborative filtering algorithm.
引用
收藏
页数:8
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