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A Survey on Video Quality-of-Experience Analysis in Large-scale Mobile Networks
PhD Qualifying Examination Title: "A Survey on Video Quality-of-Experience Analysis in Large-scale Mobile Networks" by Mr. Lin YANG Abstract: Nowadays, online video streaming has dominated the mobile traffic and become an indispensable part of our daily life. To better understand the quality of mobile video service from user's perspective, many user-centric Quality-of-Experience (QoE) studies have been conducted. Especially in recent years, due to the availablity of large-scale video streaming data set and fast development of big data processing, data-driven QoE analysis has drawn extensive interests in both academic research and industrial applications. In this article, we first introduce the background of video streaming service over the mobile network, in which video service quality assessment lays the foundation for video service optimization. Then, we present the development of video service quality assessment, from objective Quality-of-Service assessment to user-centric Quality-of-Experience. We put our emphasis on the data-driven QoE assessment and discuss the key challenges in building a reliable data-driven QoE systems for video service in large-scale mobile networks. After that, we concentrate our effort on addressing the impact of user diversity, which has not been considered in previous works. We introduce our work on a novel personalized video QoE prediction model, which embrace the diversity of user. Finally, we summarize our survey and discuss several future research directions for personalized video QoE. Date: Friday, 16 January 2015 Time: 2:00pm - 4:00pm Venue: Room 3494 Lifts 25/26 Committee Members: Prof. Qian Zhang (Supervisor) Dr. Ke Yi (Chairperson) Dr. Lei Chen Dr. Qiong Luo **** ALL are Welcome ****