A hierarchical characterization of a live streaming media workload
Proceedings of the 2nd ACM SIGCOMM Workshop on Internet measurment
An analysis of live streaming workloads on the internet
Proceedings of the 4th ACM SIGCOMM conference on Internet measurement
User Behaviour Analysis of a Video-On-Demand Service with a Wide Variety of Subjects and Lengths
EUROMICRO '05 Proceedings of the 31st EUROMICRO Conference on Software Engineering and Advanced Applications
A hierarchical characterization of a live streaming media workload
IEEE/ACM Transactions on Networking (TON)
Peer counting and sampling in overlay networks: random walk methods
Proceedings of the twenty-fifth annual ACM symposium on Principles of distributed computing
Understanding churn in peer-to-peer networks
Proceedings of the 6th ACM SIGCOMM conference on Internet measurement
Understanding user behavior in large-scale video-on-demand systems
Proceedings of the 1st ACM SIGOPS/EuroSys European Conference on Computer Systems 2006
A Measurement of a large-scale Peer-to-Peer Live Video Streaming System
ICPPW '07 Proceedings of the 2007 International Conference on Parallel Processing Workshops
Characterizing PPStream across Internet
NPC '07 Proceedings of the 2007 IFIP International Conference on Network and Parallel Computing Workshops
On Feasibility of P2P On-Demand Streaming via Empirical VoD User Behavior Analysis
ICDCSW '08 Proceedings of the 2008 The 28th International Conference on Distributed Computing Systems Workshops
Watching television over an IP network
Proceedings of the 8th ACM SIGCOMM conference on Internet measurement
Traffic analysis of peer-to-peer IPTV communities
Computer Networks: The International Journal of Computer and Telecommunications Networking
On static and dynamic partitioning behavior of large-scale P2P networks
IEEE/ACM Transactions on Networking (TON)
Exploiting semantic proximities for content search over p2p networks
Computer Communications
Modeling channel popularity dynamics in a large IPTV system
Proceedings of the eleventh international joint conference on Measurement and modeling of computer systems
Why Are Peers Less Stable in Unpopular P2P Streaming Channels?
NETWORKING '09 Proceedings of the 8th International IFIP-TC 6 Networking Conference
Measurement and modeling of a large-scale overlay for multimedia streaming
The Fourth International Conference on Heterogeneous Networking for Quality, Reliability, Security and Robustness & Workshops
ICASSP '09 Proceedings of the 2009 IEEE International Conference on Acoustics, Speech and Signal Processing
Analysis of PPLive through active and passive measurements
IPDPS '09 Proceedings of the 2009 IEEE International Symposium on Parallel&Distributed Processing
Collabrium: Active Traffic Pattern Prediction for Boosting P2P Collaboration
WETICE '09 Proceedings of the 2009 18th IEEE International Workshops on Enabling Technologies: Infrastructures for Collaborative Enterprises
Modeling user activities in a large IPTV system
Proceedings of the 9th ACM SIGCOMM conference on Internet measurement conference
Improving Performance of ALM Systems with Bayesian Estimation of Peers Dynamics
MMNS 2009 Proceedings of the 12th IFIP/IEEE International Conference on Management of Multimedia and Mobile Networks and Services: Wired-Wireless Multimedia Networks and Services Management
Computer Networks: The International Journal of Computer and Telecommunications Networking
Estimating churn in structured P2P networks
ITC20'07 Proceedings of the 20th international teletraffic conference on Managing traffic performance in converged networks
Identify P2P traffic by inspecting data transfer behavior
Computer Communications
Characterizing user behavior to improve quality of streaming service over p2p networks
PCM'06 Proceedings of the 7th Pacific Rim conference on Advances in Multimedia Information Processing
A Measurement Study of a Large-Scale P2P IPTV System
IEEE Transactions on Multimedia
An Empirical Study of the Coolstreaming+ System
IEEE Journal on Selected Areas in Communications
An autonomous topology management framework for QoS enabled P2P video streaming systems
Proceedings of the 8th International Conference on Network and Service Management
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Peer-to-Peer (P2P) architectures for live video streaming has attracted a significant attention from both academia and industry. P2P design enables end-hosts to relay streams to each other overcoming the scalability issue of centralized architectures. However, these systems struggle to provide a service of comparable quality to that of traditional television. Since end-hosts are controlled by users, their behavior has a strong impact on the performance of P2P streaming systems, leading to potential service disruption and low streaming quality. Thus, considering the user behavior in these systems could bring significant performance improvements. Toward this end, we propose a Bayesian network that captures all the elements making part of the user behavior or related to it. This network is built from the information found in a cross-analysis of numerous large-scale measurement campaigns, analyzing the user behavior in video streaming systems. We validate our model through intensive simulations showing that our model can learn a user behavior and is able to predict several activities helping thus in optimizing these systems for a better performance. We also propose a method based on traces collection of the same user type that accelerates the learning process of this network. Furthermore, we evaluate the performance of this model through exploring its applications and comparison with non-contextual models.