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  1. Proceedings of the 8th ACM International Workshop on Hot Topics in Planet-scale mObile computing and online Social neTworking (HotPOST '16)
  2. A first view on mobile video popularity as time series
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Straight: stochastic geometry and user history based mobility estimation
Enhancing opportunistic networking using location based social networks
Analyzing social relations for recommending academic conferences
A first view on mobile video popularity as time series
Asynchronous reputation systems in device-to-device ecosystems
Optimal advertisement allocation in online social media feeds
Leveraging contact pattern to predict future contact pattern in mobile networks
WI-FAB: attribute-based WLAN access control, without pre-shared keys and backend infrastructures
Using conflict-free replicated data types for serverless mobile social applications
Opinion dynamics on online-offline interacting networks: media influence and antagonistic interaction

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A first view on mobile video popularity as time series

Content Provider ACM Digital Library
Author Xu, Yuedong Wang, Aining Zhang, Chen
Abstract With the rise of mobile video streaming service, video popularity has drawn a great deal of attention in both academia and streaming industry. In this paper, we present a novel view of video popularity as time series. We collect more than two billion view records from one of the largest mobile streaming content providers in China. Using Discrete Fourier transform, we decompose popularity series of videos into two parts, the seasonal and residual component series. We find that the traffic dynamics of videos is governed by a small number of components in the frequency spectrum, and that traffic patterns within and across days differ from type to type. We further investigate the short-term and long-term stability of video popularity, and find that the stability metrics are highly correlated with total video requests.
Starting Page 7
Ending Page 12
Page Count 6
File Format PDF
ISBN 9781450343442
DOI 10.1145/2944789.2944872
Language English
Publisher Association for Computing Machinery (ACM)
Publisher Date 2016-07-05
Publisher Place New York
Access Restriction Subscribed
Subject Keyword Discrete time series Time series decomposition Popularity stability Video popularity dynamics User behavior
Content Type Text
Resource Type Article
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