Long-term movie popularity models in video-on-demand systems: or the life of an on-demand movie
MULTIMEDIA '97 Proceedings of the fifth ACM international conference on Multimedia
Analysis of educational media server workloads
NOSSDAV '01 Proceedings of the 11th international workshop on Network and operating systems support for digital audio and video
Flash crowds and denial of service attacks: characterization and implications for CDNs and web sites
Proceedings of the 11th international conference on World Wide Web
The Case for Cooperative Networking
IPTPS '01 Revised Papers from the First International Workshop on Peer-to-Peer Systems
P2Cast: peer-to-peer patching scheme for VoD service
WWW '03 Proceedings of the 12th international conference on World Wide Web
Analyzing client interactivity in streaming media
Proceedings of the 13th international conference on World Wide Web
An analysis of live streaming workloads on the internet
Proceedings of the 4th ACM SIGCOMM conference on Internet measurement
Understanding user behavior in large-scale video-on-demand systems
Proceedings of the 1st ACM SIGOPS/EuroSys European Conference on Computer Systems 2006
Is high-quality vod feasible using P2P swarming?
Proceedings of the 16th international conference on World Wide Web
Measurement and analysis of a streaming-media workload
USITS'01 Proceedings of the 3rd conference on USENIX Symposium on Internet Technologies and Systems - Volume 3
Can internet video-on-demand be profitable?
Proceedings of the 2007 conference on Applications, technologies, architectures, and protocols for computer communications
I tube, you tube, everybody tubes: analyzing the world's largest user generated content video system
Proceedings of the 7th ACM SIGCOMM conference on Internet measurement
Youtube traffic characterization: a view from the edge
Proceedings of the 7th ACM SIGCOMM conference on Internet measurement
Enabling DVD-like features in P2P video-on-demand systems
Proceedings of the 2007 workshop on Peer-to-peer streaming and IP-TV
Challenges, design and analysis of a large-scale p2p-vod system
Proceedings of the ACM SIGCOMM 2008 conference on Data communication
On Feasibility of P2P On-Demand Streaming via Empirical VoD User Behavior Analysis
ICDCSW '08 Proceedings of the 2008 The 28th International Conference on Distributed Computing Systems Workshops
A Trace-Driven Approach to Evaluate the Scalability of P2P-Based Video-on-Demand Service
IEEE Transactions on Parallel and Distributed Systems
Understanding demand volatility in large VoD systems
Proceedings of the 21st international workshop on Network and operating systems support for digital audio and video
Analyzing the impact of events in an online music community
Proceedings of the 4th Workshop on Social Network Systems
Understanding the impact of video quality on user engagement
Proceedings of the ACM SIGCOMM 2011 conference
Measurement and analysis of a large scale commercial mobile internet TV system
Proceedings of the 2011 ACM SIGCOMM conference on Internet measurement conference
Understanding couch potatoes: measurement and modeling of interactive usage of IPTV at large scale
Proceedings of the 2011 ACM SIGCOMM conference on Internet measurement conference
Exploring interest correlation for peer-to-peer socialized video sharing
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Pricing cloud bandwidth reservations under demand uncertainty
Proceedings of the 12th ACM SIGMETRICS/PERFORMANCE joint international conference on Measurement and Modeling of Computer Systems
Leveraging video viewing patterns for optimal content placement
IFIP'12 Proceedings of the 11th international IFIP TC 6 conference on Networking - Volume Part II
A case for a coordinated internet video control plane
Proceedings of the ACM SIGCOMM 2012 conference on Applications, technologies, architectures, and protocols for computer communication
A case for a coordinated internet video control plane
ACM SIGCOMM Computer Communication Review - Special october issue SIGCOMM '12
A quest for an Internet video quality-of-experience metric
Proceedings of the 11th ACM Workshop on Hot Topics in Networks
Watching videos from everywhere: a study of the PPTV mobile VoD system
Proceedings of the 2012 ACM conference on Internet measurement conference
Program popularity and viewer behaviour in a large TV-on-demand system
Proceedings of the 2012 ACM conference on Internet measurement conference
Reducing server and network load with shared buffering
Proceedings of the 2012 ACM workshop on Capacity sharing
Understanding the impact of video quality on user engagement
Communications of the ACM
Analyzing the potential benefits of CDN augmentation strategies for internet video workloads
Proceedings of the 2013 conference on Internet measurement conference
Shedding light on the structure of internet video quality problems in the wild
Proceedings of the ninth ACM conference on Emerging networking experiments and technologies
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The 2008 Beijing Olympics was an interesting event from a VoD perspective because it involved near real-time video delivery at massive scales over multiple days of a high-profile event. We present some measurement-driven insights into this event through a unique dataset obtained from ChinaCache, the largest CDN in China. The dataset is unique in three respects. First, it gives a "white-box" view into user access patterns which would otherwise be impossible. Second, since the CDN serves different content providers, it allows to compare and contrast the effects of different presentation models on end users. Third, the nature of the content itself is vastly different from traditional VoD systems in terms of the real-time and event-driven nature, which gives rise to unique effects. The dataset allows us to investigate a wide range of interesting issues: (1) how the live nature of the events causes differences in access patterns compared to traditional VoD and User-Generated Content (UGC) systems, (2) how the presentation models affect user behavior, and (3) flash-crowd phenomena. Based on these observations, we discuss implications for future live VoD systems.