Proceedings of the 18th international conference on World wide web
On dominant characteristics of residential broadband internet traffic
Proceedings of the 9th ACM SIGCOMM conference on Internet measurement conference
Measurement analysis of mobile data networks
PAM'07 Proceedings of the 8th international conference on Passive and active network measurement
Anatomizing application performance differences on smartphones
Proceedings of the 8th international conference on Mobile systems, applications, and services
Proceedings of the 8th international conference on Mobile systems, applications, and services
A first look at traffic on smartphones
IMC '10 Proceedings of the 10th ACM SIGCOMM conference on Internet measurement
A first look at mobile hand-held device traffic
PAM'10 Proceedings of the 11th international conference on Passive and active measurement
An experimental evaluation of rate-adaptation algorithms in adaptive streaming over HTTP
MMSys '11 Proceedings of the second annual ACM conference on Multimedia systems
To Cache or Not to Cache: The 3G Case
IEEE Internet Computing
A comparative study of handheld and non-handheld traffic in campus Wi-Fi networks
PAM'11 Proceedings of the 12th international conference on Passive and active measurement
To chunk or not to chunk: implications for HTTP streaming video server performance
Proceedings of the 22nd international workshop on Network and Operating System Support for Digital Audio and Video
Smartphones vs. laptops: comparing web browsing behavior and the implications for caching
Proceedings of the 12th ACM SIGMETRICS/PERFORMANCE joint international conference on Measurement and Modeling of Computer Systems
Web caching on smartphones: ideal vs. reality
Proceedings of the 10th international conference on Mobile systems, applications, and services
Understanding the characteristics of cellular data traffic
Proceedings of the 2012 ACM SIGCOMM workshop on Cellular networks: operations, challenges, and future design
Understanding the characteristics of cellular data traffic
ACM SIGCOMM Computer Communication Review - Special october issue SIGCOMM '12
Proceedings of the 2012 ACM conference on Internet measurement conference
Configuring DHCP leases in the smartphone era
Proceedings of the 2012 ACM conference on Internet measurement conference
Towards accurate accounting of cellular data for TCP retransmission
Proceedings of the 14th Workshop on Mobile Computing Systems and Applications
Streamloading: low cost high quality video streaming for mobile users
Proceedings of the 5th Workshop on Mobile Video
Comparison of caching strategies in modern cellular backhaul networks
Proceeding of the 11th annual international conference on Mobile systems, applications, and services
A comparative study of android and iOS for accessing internet streaming services
PAM'13 Proceedings of the 14th international conference on Passive and Active Measurement
GreenCache: augmenting off-the-grid cellular towers with multimedia caches
Proceedings of the 4th ACM Multimedia Systems Conference
An in-depth study of LTE: effect of network protocol and application behavior on performance
Proceedings of the ACM SIGCOMM 2013 conference on SIGCOMM
Proceedings of the 2013 ACM SIGCOMM workshop on Future human-centric multimedia networking
An information-aware QoE-centric mobile video cache
Proceedings of the 19th annual international conference on Mobile computing & networking
Analyzing the potential benefits of CDN augmentation strategies for internet video workloads
Proceedings of the 2013 conference on Internet measurement conference
A measurement-based study of MultiPath TCP performance over wireless networks
Proceedings of the 2013 conference on Internet measurement conference
RILAnalyzer: a comprehensive 3G monitor on your phone
Proceedings of the 2013 conference on Internet measurement conference
Effective content-based video caching with cache-friendly encoding and media-aware chunking
Proceedings of the 5th ACM Multimedia Systems Conference
Proceedings of the 15th Workshop on Mobile Computing Systems and Applications
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Cellular networks have witnessed tremendous traffic growth recently, fueled by smartphones, tablets and new high speed broadband cellular access technologies. A key application driving that growth is video streaming. Yet very little is known about the characteristics of this traffic class. In this paper, we examine video traffic generated by three million users across one of the world's largest 3G cellular networks. This first deep dive into cellular video streaming shows that HLS, an adaptive bitrate streaming protocol, accounts for one third of the streaming video traffic and that it is common to see changes in encoding bitrates within a session. We also observe that most of the content is streamed at less than 255 Kbps and that only 40% of the videos are fully downloaded. Another key finding is that there exists significant potential for caching to deliver this content.