Title :
A dynamic social content caching under user mobility pattern
Author :
Neng Zhang ; Jianfeng Guan ; Changqiao Xu ; Hongke Zhang
Author_Institution :
State Key Lab. of Networking & Switching Technol., Beijing Univ. of Posts & Telecommun., Beijing, China
Abstract :
Online content propagation gives rise to tremendous data explosion and requires efficient management for a large amount of network resources, after next generation network service predomination. Especially in the age of social network, the way of content propagation and consumption has significantly changed from requesting to sharing. Since massive users are tending to influenced by the trends in social community and mainstream media, content caching becomes an effective method for providing better quality of service for such social relationships. A key challenge is traditional caching strategies cannot meet the dynamic variation in geo-social environments. In this paper, we propose a dynamic social content caching scheme with social user mobility. We employ a combination of cooperative filtering recommendation and cache update algorithm to effectively predict and manage cache updates. Simulation results show that our caching method over performs than classical caching methods that rely on the historical popularity prediction.
Keywords :
cache storage; graph theory; quality of service; recommender systems; social networking (online); cache update algorithm; cache updates; caching strategies; cooperative filtering recommendation; data explosion; dynamic social content caching; dynamic variation; geo-social environments; historical popularity prediction; mainstream media; network resources; next generation network service predomination; online content propagation; quality of service; social community; social network; social user mobility; user mobility pattern; Accuracy; Delays; Heuristic algorithms; Media; Prediction algorithms; Streaming media; YouTube; Cache update; Preference prediction; Social multimedia;
Conference_Titel :
Wireless Communications and Mobile Computing Conference (IWCMC), 2014 International
Conference_Location :
Nicosia
Print_ISBN :
978-1-4799-7324-8
DOI :
10.1109/IWCMC.2014.6906514