Abstract
Article synchronization is one of the most fundamental issues in online social networking services (SNSs). In particular, when deploying multiple access networks with different transmission costs, an efficient synchronization scheme should be devised for users to enjoy SNSs in heterogeneous wireless networks. In this paper, we propose an opportunistic push scheme (OPS) that aggregates published articles, opportunistically pushing them through low-cost access networks (e.g., open Wi-Fi networks). To balance the reduced transmission costs and the increased page loading time, we formulate a Markov decision process problem that considers a mobility model based on the users' social contact pattern. Evaluation results demonstrate that OPS with the optimal policy can reduce the number of transmissions in high-cost access networks, while satisfying users' quality of experience in terms of the page loading time.
Original language | English |
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Article number | 7857091 |
Pages (from-to) | 416-428 |
Number of pages | 13 |
Journal | IEEE Transactions on Network and Service Management |
Volume | 14 |
Issue number | 2 |
DOIs | |
Publication status | Published - 2017 Jun |
Keywords
- Markov decision process (MDP)
- Social networking service (SNS)
- heterogeneous networks
- optimization
- pull
- push
- social correlation
- sociality
ASJC Scopus subject areas
- Computer Networks and Communications
- Electrical and Electronic Engineering