Type

Conference Proceedings

Authors

Zhiliang Zhu
Lei Xu
Claus Pahl
Bin Zhang
Li Zhang

Subjects

Computer Science

Topics
collaborative filtering quality management software engineering web and cloud services qos prediction service quality invoca tion pattern mining personalized recommendation

Personalized quality prediction for dynamic service management based on invocation patterns (2013)

Abstract Recent service management needs, e.g., in the cloud, require ser-vices to be managed dynamically. Services might need to be selected or re-placed at runtime. For services with similar functionality, one approach is to identify the most suitable services for a user based on an evaluation of the quality (QoS) of these services. In environments like the cloud, further person-alisation is also paramount. We propose a personalized QoS prediction method, which considers the impact of the network, server environment and user input. It analyses previous user behaviour and extracts invocation patterns from moni-tored QoS data through pattern mining to predict QoS based on invocation QoS patterns and user invocation features. Experimental results show that the pro-posed method can significantly improve the accuracy of the QoS prediction.
Collections Ireland -> Dublin City University -> Publication Type = Conference or Workshop Item
Ireland -> Dublin City University -> DCU Faculties and Centres = DCU Faculties and Schools: Faculty of Engineering and Computing: School of Computing
Ireland -> Dublin City University -> Subject = Computer Science
Ireland -> Dublin City University -> DCU Faculties and Centres = DCU Faculties and Schools
Ireland -> Dublin City University -> Status = Published
Ireland -> Dublin City University -> Subject = Computer Science: Software engineering
Ireland -> Dublin City University -> DCU Faculties and Centres = DCU Faculties and Schools: Faculty of Engineering and Computing

Full list of authors on original publication

Zhiliang Zhu, Lei Xu, Claus Pahl, Bin Zhang, Li Zhang

Experts in our system

1
Lei Xu
Dublin City University
Total Publications: 7
 
2
Claus Pahl
Dublin City University
Total Publications: 191
 
3
Li Zhang
Dublin City University
Total Publications: 10