Stream-based Machine Learning for Real-time QoE Analysis of Encrypted Video Streaming Traffic

作者: Michael Seufert , Pedro Casas , Nikolas Wehner , Li Gang , Kuang Li

DOI: 10.1109/ICIN.2019.8685901

关键词:

摘要: … machine learning approach, ViCrypt, which analyzes stalling of YouTube streaming sessions in realtime from encrypted network traffic. … , ViCrypt detects QoE degradations on encrypted …

参考文章(22)
Peter Szilagyi, Csaba Vulkan, Network side lightweight and scalable YouTube QoE estimation 2015 IEEE International Conference on Communications (ICC). pp. 3100- 3106 ,(2015) , 10.1109/ICC.2015.7248800
Deepti Ghadiyaram, Janice Pan, Alan C. Bovik, A time-varying subjective quality model for mobile streaming videos with stalling events Proceedings of SPIE. ,vol. 9599, pp. 959911- ,(2015) , 10.1117/12.2188882
Florian Wamser, Michael Seufert, Pedro Casas, Ralf Irmer, Phuoc Tran-Gia, Raimund Schatz, YoMoApp: A tool for analyzing QoE of YouTube HTTP adaptive streaming in mobile networks european conference on networks and communications. pp. 239- 243 ,(2015) , 10.1109/EUCNC.2015.7194076
Michael Seufert, Sebastian Egger, Martin Slanina, Thomas Zinner, Tobias Hobfeld, Phuoc Tran-Gia, A Survey on Quality of Experience of HTTP Adaptive Streaming IEEE Communications Surveys and Tutorials. ,vol. 17, pp. 469- 492 ,(2015) , 10.1109/COMST.2014.2360940
Raimund Schatz, Tobias Hossfeld, Pedro Casas, Passive YouTube QoE Monitoring for ISPs 2012 Sixth International Conference on Innovative Mobile and Internet Services in Ubiquitous Computing. pp. 358- 364 ,(2012) , 10.1109/IMIS.2012.12
Pablo Ameigeiras, Alba Azcona-Rivas, Jorge Navarro-Ortiz, Juan J. Ramos-Munoz, Juan M. Lopez-Soler, A Simple Model for Predicting the Number and Duration of Rebuffering Events for YouTube Flows IEEE Communications Letters. ,vol. 16, pp. 278- 280 ,(2012) , 10.1109/LCOMM.2011.121311.111682
Tobias Hoßfeld, Michael Seufert, Matthias Hirth, Thomas Zinner, Phuoc Tran-Gia, Raimund Schatz, Quantification of YouTube QoE via Crowdsourcing international symposium on multimedia. pp. 494- 499 ,(2011) , 10.1109/ISM.2011.87
Vaneet Aggarwal, Emir Halepovic, Jeffrey Pang, Shobha Venkataraman, He Yan, Prometheus Proceedings of the 15th Workshop on Mobile Computing Systems and Applications. pp. 18- ,(2014) , 10.1145/2565585.2565600
Marcus Eckert, Thomas Martin Knoll, Florian Schlegel, Advanced MOS calculation for network based QoE Estimation of TCP streamed Video Services international conference on signal processing and communication systems. pp. 1- 9 ,(2013) , 10.1109/ICSPCS.2013.6723923