The measurement of locality and the behaviour of programs
The Computer Journal
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Measurement and analysis of locality phases in file referencing behaviour
SIGMETRICS '86/PERFORMANCE '86 Proceedings of the 1986 ACM SIGMETRICS joint international conference on Computer performance modelling, measurement and evaluation
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Performance Evaluation - Special issue on internet performance modelling
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
Characteristics of WWW Client-based Traces
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IEEE/ACM Transactions on Networking (TON)
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ACM Transactions on Internet Technology (TOIT)
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Proceedings of the 6th ACM SIGCOMM conference on Internet measurement
Leveraging community annotations for image adaptation to small presentation formats
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Understanding user behavior in large-scale video-on-demand systems
Proceedings of the 1st ACM SIGOPS/EuroSys European Conference on Computer Systems 2006
Why we tag: motivations for annotation in mobile and online media
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Exploring social dynamics in online media sharing
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
The measured access characteristics of world-wide-web client proxy caches
USITS'97 Proceedings of the USENIX Symposium on Internet Technologies and Systems on USENIX Symposium on Internet Technologies and Systems
System design issues for internet middleware services: deductions from a large client trace
USITS'97 Proceedings of the USENIX Symposium on Internet Technologies and Systems on USENIX Symposium on Internet Technologies and Systems
IEEE Transactions on Software Engineering
Traffic analysis of a Web proxy caching hierarchy
IEEE Network: The Magazine of Global Internetworking
A workload characterization study of the 1998 World Cup Web site
IEEE Network: The Magazine of Global Internetworking
Understanding and Designing New Server Architectures for Emerging Warehouse-Computing Environments
ISCA '08 Proceedings of the 35th Annual International Symposium on Computer Architecture
Proceedings of the first workshop on Online social networks
The stretched exponential distribution of internet media access patterns
Proceedings of the twenty-seventh ACM symposium on Principles of distributed computing
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Identifying user behavior in online social networks
Proceedings of the 1st Workshop on Social Network Systems
Identifying video spammers in online social networks
AIRWeb '08 Proceedings of the 4th international workshop on Adversarial information retrieval on the web
The implications of program genres for the design of social television systems
Proceedings of the 1st international conference on Designing interactive user experiences for TV and video
Enhancing social sharing of videos: fragment, annotate, enrich, and share
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Analyzing video services in Web 2.0: a global perspective
Proceedings of the 18th International Workshop on Network and Operating Systems Support for Digital Audio and Video
Computer Networks: The International Journal of Computer and Telecommunications Networking
Proceedings of the 18th international conference on World wide web
Characterizing web-based video sharing workloads
Proceedings of the 18th international conference on World wide web
Web 2.0 traffic measurement: analysis on online map applications
Proceedings of the 18th international workshop on Network and operating systems support for digital audio and video
Observing slow crustal movement in residential user traffic
CoNEXT '08 Proceedings of the 2008 ACM CoNEXT Conference
Fragment, tag, enrich, and send: Enhancing social sharing of video
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Automatic video tagging using content redundancy
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Detecting spammers and content promoters in online video social networks
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LIPSIN: line speed publish/subscribe inter-networking
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Video interactions in online video social networks
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Event driven summarization for web videos
WSM '09 Proceedings of the first SIGMM workshop on Social media
Understanding online social network usage from a network perspective
Proceedings of the 9th ACM SIGCOMM conference on Internet measurement conference
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One-click hosting services: a file-sharing hideout
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Inside the bird's nest: measurements of large-scale live VoD from the 2008 olympics
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Analyzing the video popularity characteristics of large-scale user generated content systems
IEEE/ACM Transactions on Networking (TON)
Detectando usuários maliciosos em interações via vídeos no YouTube
Proceedings of the 14th Brazilian Symposium on Multimedia and the Web
Comparison of function based web proxy cache replacement strategies
SPECTS'09 Proceedings of the 12th international conference on Symposium on Performance Evaluation of Computer & Telecommunication Systems
Provide VoD service in peer-to-peer network using offset ranking and epidemic diffusion
CCNC'09 Proceedings of the 6th IEEE Conference on Consumer Communications and Networking Conference
A measure of online social networks
COMSNETS'09 Proceedings of the First international conference on COMmunication Systems And NETworks
Workload generation for YouTube
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Mobile Networks and Applications
Understanding Internet Video sharing site workload: A view from data center design
Journal of Visual Communication and Image Representation
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Proceedings of the 19th international conference on World wide web
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Communications of the ACM
Optimization of file allocation for video sharing servers
NTMS'09 Proceedings of the 3rd international conference on New technologies, mobility and security
Tweeting videos: coordinate live streaming and storage sharing
Proceedings of the 20th international workshop on Network and operating systems support for digital audio and video
Towards understanding the external links of video sharing sites: measurement and analysis
Proceedings of the 20th international workshop on Network and operating systems support for digital audio and video
Request generation for a peer-based PVR
Proceedings of the 20th international workshop on Network and operating systems support for digital audio and video
Improving deployability of peer-assisted CDN platform with incentive
GLOBECOM'09 Proceedings of the 28th IEEE conference on Global telecommunications
A measurement study of external links of YouTube
GLOBECOM'09 Proceedings of the 28th IEEE conference on Global telecommunications
Journal of Systems and Software
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ICC'09 Proceedings of the 2009 IEEE international conference on Communications
Buffer management mechanism suitable for TCP streaming in QoS-aware IP router
CCNC'10 Proceedings of the 7th IEEE conference on Consumer communications and networking conference
Affinity P2P: A self-organizing content-based locality-aware collaborative peer-to-peer network
Computer Networks: The International Journal of Computer and Telecommunications Networking
Analysis of MySpace user profiles
Information Systems Frontiers
Dynamic swarm management for improved BitTorrent performance
IPTPS'09 Proceedings of the 8th international conference on Peer-to-peer systems
A contextual analysis of the YouTube duplicate content
WebMedia '09 Proceedings of the XV Brazilian Symposium on Multimedia and the Web
Evaluation of users access and navigation profiles on web video sharing environments
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Frontiers of Computer Science in China
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ACM Transactions on Information Systems (TOIS)
Characterizing and modeling internet traffic dynamics of cellular devices
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ACM SIGMETRICS Performance Evaluation Review - Performance evaluation review
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Understanding the impact of video quality on user engagement
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Users' (Dis)satisfaction with the personalTV application: Combining objective and subjective data
Computers in Entertainment (CIE) - Theoretical and Practical Computer Applications in Entertainment
A study of traffic, user behavior and pricing policies in a large campus network
Computer Communications
Session-based classification of internet applications in 3G wireless networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
Characterizing the file hosting ecosystem: A view from the edge
Performance Evaluation
Characterizing and modelling popularity of user-generated videos
Performance Evaluation
Comparative traffic analysis study of popular applications
EUNICE'11 Proceedings of the 17th international conference on Energy-aware communications
Pytomo: a tool for analyzing playback quality of YouTube videos
Proceedings of the 23rd International Teletraffic Congress
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ISRN Communications and Networking
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GREENCOM '11 Proceedings of the 2011 IEEE/ACM International Conference on Green Computing and Communications
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Broadcast yourself: understanding YouTube uploaders
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Counting YouTube videos via random prefix sampling
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ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
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A data-driven analysis of YouTube community features
AINTEC '11 Proceedings of the 7th Asian Internet Engineering Conference
A survey on YouTube streaming service
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IFIP'12 Proceedings of the 11th international IFIP TC 6 conference on Networking - Volume Part I
Part-whole dissemination of large multimedia contents in opportunistic networks
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Methodologies for generating HTTP streaming video workloads to evaluate web server performance
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CBTree: a practical concurrent self-adjusting search tree
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Unveiling the patterns of video tweeting: a sina weibo-based measurement study
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The Scope for online social network aided caching in web CDNs
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Journal of Network and Computer Applications
Insight Data of YouTube from a Partner's View
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Measuring temporal redundancy in sequences of video requests in a News-on-Demand service
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Energy efficient data caching for content dissemination networks
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Caching in green IP over WDM networks
Journal of High Speed Networks - Green Networking and Computing, Part 2 of 2
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This paper presents a traffic characterization study of the popular video sharing service, YouTube. Over a three month period we observed almost 25 million transactions between users on an edge network and YouTube, including more than 600,000 video downloads. We also monitored the globally popular videos over this period of time. In the paper we examine usage patterns, file properties, popularity and referencing characteristics, and transfer behaviors of YouTube, and compare them to traditional Web and media streaming workload characteristics. We conclude the paper with a discussion of the implications of the observed characteristics. For example, we find that as with the traditional Web, caching could improve the end user experience, reduce network bandwidth consumption, and reduce the load on YouTube's core server infrastructure. Unlike traditional Web caching, Web 2.0 provides additional meta-data that should be exploited to improve the effectiveness of strategies like caching.