TY - GEN
T1 - Video QoE Prediction Based on User Profile
AU - Shalala, Raffael
AU - Hadar, Ofer
AU - Dvir, Amit
N1 - Publisher Copyright: © 2018 IEEE.
PY - 2018/6/19
Y1 - 2018/6/19
N2 - The increasing popularity of online video content and adaptive video streaming services, especially ones based on HTTP Adaptive Streaming, highlights the need for streaming optimization solutions. Predicting end users Quality of Experience (QoE) by using machine learning algorithms, may allow content servers to allocate bandwidth smartly and more efficiently. In this work, we present a new user quality of experience prediction algorithm which extracts features based on user traffic pattern parameters such as bit-rate, resolution, frame rate, etc. In order to optimize the features set and the corresponding machine learning algorithms, we have used three different feature selection algorithms and six different classifiers. We show that the Decision Tree algorithm achieved 86% accuracy in predicting the user quality of experience.
AB - The increasing popularity of online video content and adaptive video streaming services, especially ones based on HTTP Adaptive Streaming, highlights the need for streaming optimization solutions. Predicting end users Quality of Experience (QoE) by using machine learning algorithms, may allow content servers to allocate bandwidth smartly and more efficiently. In this work, we present a new user quality of experience prediction algorithm which extracts features based on user traffic pattern parameters such as bit-rate, resolution, frame rate, etc. In order to optimize the features set and the corresponding machine learning algorithms, we have used three different feature selection algorithms and six different classifiers. We show that the Decision Tree algorithm achieved 86% accuracy in predicting the user quality of experience.
UR - http://www.scopus.com/inward/record.url?scp=85050075196&partnerID=8YFLogxK
U2 - https://doi.org/10.1109/ICCNC.2018.8390347
DO - https://doi.org/10.1109/ICCNC.2018.8390347
M3 - Conference contribution
T3 - 2018 International Conference on Computing, Networking and Communications, ICNC 2018
SP - 588
EP - 592
BT - 2018 International Conference on Computing, Networking and Communications, ICNC 2018
T2 - 2018 International Conference on Computing, Networking and Communications, ICNC 2018
Y2 - 5 March 2018 through 8 March 2018
ER -