Title :
A Method for Predicting Perishing Services in a Service Ecosystem
Author :
Bofei Xia ; Yushun Fan ; Keman Huang
Author_Institution :
Dept. of Autom., Tsinghua Univ., Beijing, China
Abstract :
With the wide adoption of Service-oriented Architecture, we can observe a rapid increase of web services these days. These services with their compositions produced by consumers form a service ecosystem. However as time goes by, some of the services are no longer available or says perishing due to the competition among the ecosystem. Obviously, compositions invoking these perishing services are also becoming unavailable. Thus, choosing the services which are more stable can help the consumers to product more valuable composition. The goal of this paper is to find a way to separate the potential perishing services in the ecosystem so that we can give suggestions to service consumers and help them develop more durable and valuable compositions. Firstly, we study the competition relation between services by their user tags and establish a service-service competition network. Based on the network analysis, we extract the common feature of perishing services and formalize this feature as percentage ranking (PR) of services. Finally, we propose a classification algorithm to predict potential perishing services. With the good performance in recall and precision rate, our algorithm is credible for identifying potential perishing services thus we can suggest the consumers to select more durable services for their compositions.
Keywords :
Web services; pattern classification; service-oriented architecture; Web services; classification algorithm; competition relation; perishing service prediction; precision rate; recall rate; service ecosystem; service percentage ranking; service-oriented architecture; service-service competition network; Classification algorithms; Ecosystems; Feature extraction; Mashups; Prediction algorithms; Testing; binary classification; complex network analysis; service competition; service user tags;
Conference_Titel :
Service Sciences (ICSS), 2013 International Conference on
Conference_Location :
Shenzhen
Print_ISBN :
978-1-4673-6258-0
DOI :
10.1109/ICSS.2013.24