Estimating Video Popularity From Past Request Arrival Times in a VoD System
Tianjiao Wang, Chamil Jayasundara, Moshe Zukerman, Ampalavanapillai Nirmalathas, Elaine Wong, Chathurika Ranaweera, Chang Xing, Bill Moran
IEEE Access | Institute of Electrical and Electronics Engineers (IEEE) | Published : 2020
Efficient provision of Video-on-Demand (VoD) services requires that popular videos are stored in a cache close to users. Video popularity (defined by requested count) prediction is, therefore, important for optimal choice of videos to be cached. The popularity of a video depends on many factors and, as a result, changes dynamically with time. Accurate video popularity estimation that can promptly respond to the variations in video popularity then becomes crucial. In this paper, we analyze a method, called Minimal Inverted Pyramid Distance (MIPD), to estimate a video popularity measure called the Inverted Pyramid Distance (IPD). MIPD requires choice of a parameter, $k$ , representing ..View full abstract
Awarded by Research Grants Council of the Hong Kong Special Administrative Region, China
This work was supported by a grant from the Research Grants Council of the Hong Kong Special Administrative Region, China, under Project 11200417.