Towards a better understanding of Web resources and server responses for improved caching
WWW '99 Proceedings of the eighth international conference on World Wide Web
Characterizing reference locality in the WWW
DIS '96 Proceedings of the fourth international conference on on Parallel and distributed information systems
Organization-based analysis of web-object sharing and caching
USITS'99 Proceedings of the 2nd conference on USENIX Symposium on Internet Technologies and Systems - Volume 2
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
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
Bandwidth allocation in a self-managing multimedia file server
MULTIMEDIA '01 Proceedings of the ninth ACM international conference on Multimedia
On the use and performance of content distribution networks
IMW '01 Proceedings of the 1st ACM SIGCOMM Workshop on Internet Measurement
An empirical study of realvideo performance across the internet
IMW '01 Proceedings of the 1st ACM SIGCOMM Workshop on Internet Measurement
Characterizing locality, evolution, and life span of accesses in enterprise media server workloads
NOSSDAV '02 Proceedings of the 12th international workshop on Network and operating systems support for digital audio and video
A Demand Adaptive and Locality Aware (DALA) streaming media server cluster architecture
NOSSDAV '02 Proceedings of the 12th international workshop on Network and operating systems support for digital audio and video
Scalability of multicast delivery for non-sequential streaming access
SIGMETRICS '02 Proceedings of the 2002 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
Distributing Layered Encoded Video through Caches
IEEE Transactions on Computers
A cooperative cache architecture in support of caching multimedia objects in MANETs
WOWMOM '02 Proceedings of the 5th ACM international workshop on Wireless mobile multimedia
Delimiting the range of effectiveness of scalable on-demand streaming
Performance Evaluation
A set of metrics for evaluation of interactive news-on-demand systems
Proceedings of the tenth ACM international conference on Multimedia
IDMS/PROMS 2002 Proceedings of the Joint International Workshops on Interactive Distributed Multimedia Systems and Protocols for Multimedia Systems: Protocols and Systems for Interactive Distributed Multimedia
ABM: Looping Reference-Aware Cache Management Scheme for Media-on-Demand Server
EDBT '02 Proceedings of the Worshops XMLDM, MDDE, and YRWS on XML-Based Data Management and Multimedia Engineering-Revised Papers
MediSyn: a synthetic streaming media service workload generator
NOSSDAV '03 Proceedings of the 13th international workshop on Network and operating systems support for digital audio and video
Adaptive and lazy segmentation based proxy caching for streaming media delivery
NOSSDAV '03 Proceedings of the 13th international workshop on Network and operating systems support for digital audio and video
Infopipes: an abstraction for multimedia streaming
Multimedia Systems
An analysis of Internet content delivery systems
ACM SIGOPS Operating Systems Review - OSDI '02: Proceedings of the 5th symposium on Operating systems design and implementation
Replication algorithms to retrieve scalable streaming media over Content Delivery Networks
MIR '03 Proceedings of the 5th ACM SIGMM international workshop on Multimedia information retrieval
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
Proceedings of the 4th ACM SIGCOMM conference on Internet measurement
IEEE/ACM Transactions on Networking (TON)
An analysis of internet content delivery systems
OSDI '02 Proceedings of the 5th symposium on Operating systems design and implementationCopyright restrictions prevent ACM from being able to make the PDFs for this conference available for downloading
Analysis of multimedia workloads with implications for internet streaming
WWW '05 Proceedings of the 14th international conference on World Wide Web
Virtual video caching: a scalable and generic technique for improved quality of video service
Journal of High Speed Networks
User Behaviour Analysis of a Video-On-Demand Service with a Wide Variety of Subjects and Lengths
EUROMICRO '05 Proceedings of the 31st EUROMICRO Conference on Software Engineering and Advanced Applications
Circus: Opportunistic Block Reordering for Scalable Content Servers
FAST '04 Proceedings of the 3rd USENIX Conference on File and Storage Technologies
A Distributed Admission Control Model for QoS Assurance in Large-Scale Media Delivery Systems
IEEE Transactions on Parallel and Distributed Systems
Performance Analysis of Server Sharing Collectives for Content Distribution
IEEE Transactions on Parallel and Distributed Systems
Scalable media streaming to interactive users
Proceedings of the 13th annual ACM international conference on Multimedia
RealTracer--Tools for Measuring the Performance of RealVideo on the Internet
Multimedia Tools and Applications
Characteristics of streaming media stored on the Web
ACM Transactions on Internet Technology (TOIT)
IEEE Transactions on Knowledge and Data Engineering
A hierarchical characterization of a live streaming media workload
IEEE/ACM Transactions on Networking (TON)
Statistical buffering for streaming media data access in a mobile environment
Proceedings of the 2006 ACM symposium on Applied computing
The LCD interconnection of LRU caches and its analysis
Performance Evaluation
Meta-caching and meta-transcoding for server-side service proxy
ICME '03 Proceedings of the 2003 International Conference on Multimedia and Expo - Volume 2
Delving into internet streaming media delivery: a quality and resource utilization perspective
Proceedings of the 6th ACM SIGCOMM conference on Internet measurement
Support vector machines for collaborative filtering
Proceedings of the 44th annual Southeast regional conference
Network bandwidth requirements for optimized streaming media transmission to interactive users
WebMedia '06 Proceedings of the 12th Brazilian Symposium on Multimedia and the web
Revisiting web server workload invariants in the context of scientific web sites
Proceedings of the 2006 ACM/IEEE conference on Supercomputing
Understanding user behavior in large-scale video-on-demand systems
Proceedings of the 1st ACM SIGOPS/EuroSys European Conference on Computer Systems 2006
Modeling and generating realistic streaming media server workloads
Computer Networks: The International Journal of Computer and Telecommunications Networking
Energy-aware data prefetching for multi-speed disks in video servers
Proceedings of the 15th international conference on Multimedia
Youtube traffic characterization: a view from the edge
Proceedings of the 7th ACM SIGCOMM conference on Internet measurement
International Journal of Advanced Media and Communication
An evolution-based cache scheme for scalable mobile data access
Proceedings of the 2nd international conference on Scalable information systems
AMTrac: adaptive meta-caching for transcoding
Proceedings of the 2006 international workshop on Network and operating systems support for digital audio and video
New insights on internet streaming and IPTV
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Multimedia Tools and Applications
The stretched exponential distribution of internet media access patterns
Proceedings of the twenty-seventh ACM symposium on Principles of distributed computing
Rethinking FTP: Aggressive block reordering for large file transfers
ACM Transactions on Storage (TOS)
Computer Networks: The International Journal of Computer and Telecommunications Networking
Dynamic overlay multicast in 3D video collaborative systems
Proceedings of the 18th international workshop on Network and operating systems support for digital audio and video
Proceedings of the 4th Annual International Conference on Wireless Internet
Modeling channel popularity dynamics in a large IPTV system
Proceedings of the eleventh international joint conference on Measurement and modeling of computer systems
Computer Networks: The International Journal of Computer and Telecommunications Networking
Modeling user activities in a large IPTV system
Proceedings of the 9th ACM SIGCOMM conference on Internet measurement conference
Inside the bird's nest: measurements of large-scale live VoD from the 2008 olympics
Proceedings of the 9th ACM SIGCOMM conference on Internet measurement conference
On the optimization of storage capacity allocation for content distribution
Computer Networks: The International Journal of Computer and Telecommunications Networking
Sliding-window caching algorithm for streaming media server
Proceedings of the 2nd International Conference on Interaction Sciences: Information Technology, Culture and Human
Workload characterization for the multimedia files embedded in the popular web pages
IMSA '07 Proceedings of the Eleventh IASTED International Conference on Internet and Multimedia Systems and Applications
Characterizing graphical desktop sharing system's workload in collaborative virtual environments
CCNC'09 Proceedings of the 6th IEEE Conference on Consumer Communications and Networking Conference
Performance analysis of server sharing collectives for content distribution
IWQoS'03 Proceedings of the 11th international conference on Quality of service
TriggerTV: exploiting social user journeys within an interactive TV system
Proceedings of the 20th international workshop on Network and operating systems support for digital audio and video
Circus: opportunistic block reordering for scalable content servers
FAST'04 Proceedings of the 3rd USENIX conference on File and storage technologies
Dynamic walks for searching streaming media in peer-to-peer networks
PCM'04 Proceedings of the 5th Pacific Rim conference on Advances in Multimedia Information Processing - Volume Part I
Proxy caching scheme based on the characteristics of streaming media contents on the internet
PCM'04 Proceedings of the 5th Pacific Rim conference on Advances in Multimedia Information Processing - Volume Part I
Mobile learning support with statistical inference-based cache management
ICWL'07 Proceedings of the 6th international conference on Advances in web based learning
An interactive video delivery and caching system using video summarization
Computer Communications
Hierarchical analysis of RealMedia streaming traffic on an IEEE 802.11b wireless LAN
Computer Communications
Modeling the effect of user interactions on mesh-based P2P VoD streaming systems
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Stochastic modelling of peer-assisted VoD streaming in managed networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
Modeling, characterizing and recommendation in multimedia web content services
Proceedings of the 19th Brazilian symposium on Multimedia and the web
Measuring temporal redundancy in sequences of video requests in a News-on-Demand service
Telematics and Informatics
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The increasing availability of continuous-media data is provoking a significant change in Internet workloads. For example, video from news, sports, and entertainment sites, and audio from Internet broadcast radio, telephony, and peer-to-peer networks, are becoming commonplace. Compared with traditional Web workloads, multimedia objects can require significantly more storage and transmission bandwidth. As a result, performance optimizations such as streaming-media proxy caches and multicast delivery are attractive for minimizing the impact of streaming-media workloads on the Internet. However, because few studies of streaming-media workloads exist, the extent to which such mechanisms will improve performance is unclear. This paper (1) presents and analyzes a client-based streaming-media workload generated by a large organization, (2) compares media workload characteristics to traditional Web-object workloads, and (3) explores the effectiveness of performance optimizations on streaming-media workloads. To perform the study, we collected traces of streaming-media sessions initiated by clients from a large university to servers in the Internet. In the week-long trace used for this paper, we monitored and analyzed RTSP sessions from 4,786 clients accessing 23,738 distinct streaming-media objects from 866 servers. Our analysis of this trace provides a detailed characterization of streaming-media for this workload.