Statistical characterization of a real video on demand service: User behaviour and streaming-media workload analysis
The video on demand service characterized in this article has surpassed 4 years of service, and the access log database stores information of more than 160,000 reproductions and 900 videos. The wide variety of subjects, the range of content lengths and a frequent update of contents (several new vide...
Saved in:
| Published in | Simulation modelling practice and theory Vol. 15; no. 6; pp. 672 - 689 |
|---|---|
| Main Authors | , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Elsevier B.V
01.07.2007
|
| Subjects | |
| Online Access | Get full text |
| ISSN | 1569-190X 1878-1462 |
| DOI | 10.1016/j.simpat.2007.02.004 |
Cover
Loading…
| Abstract | The video on demand service characterized in this article has surpassed 4 years of service, and the access log database stores information of more than 160,000 reproductions and 900 videos. The wide variety of subjects, the range of content lengths and a frequent update of contents (several new videos every day), clearly differentiate this study from other previous research limited to specific users, subjects or environments. We present a statistical study of user behaviour and streaming traffic, analyzing session characteristics, mistaken reproductions, amount of media delivered, number and length of pauses and jumps in the reproduction, popularity and daily access profile. The results of the analysis will allow us to develop simulation models and workload generators to evaluate different scenarios and situations of the service. |
|---|---|
| AbstractList | The video on demand service characterized in this article has surpassed 4 years of service, and the access log database stores information of more than 160,000 reproductions and 900 videos. The wide variety of subjects, the range of content lengths and a frequent update of contents (several new videos every day), clearly differentiate this study from other previous research limited to specific users, subjects or environments. We present a statistical study of user behaviour and streaming traffic, analyzing session characteristics, mistaken reproductions, amount of media delivered, number and length of pauses and jumps in the reproduction, popularity and daily access profile. The results of the analysis will allow us to develop simulation models and workload generators to evaluate different scenarios and situations of the service. |
| Author | Vilas, Manuel García, Roberto García, Victor Melendi, David Pañeda, Xabiel G. |
| Author_xml | – sequence: 1 givenname: Roberto surname: García fullname: García, Roberto email: garciaroberto@uniovi.es – sequence: 2 givenname: Xabiel G. surname: Pañeda fullname: Pañeda, Xabiel G. email: xabiel@uniovi.es – sequence: 3 givenname: Victor surname: García fullname: García, Victor email: victor@uniovi.es – sequence: 4 givenname: David surname: Melendi fullname: Melendi, David email: melendi@uniovi.es – sequence: 5 givenname: Manuel surname: Vilas fullname: Vilas, Manuel email: vilasmanuel@uniovi.es |
| BookMark | eNqFkMtKBDEQRYMo-PwDF_mBbiv9SHpcCCK-QHChgrtQk1Rrxu6OJHFEv96M48qFrupSl1NQZ5dtTn4ixg4FlAKEPFqU0Y2vmMoKQJVQlQDNBtsRneoK0chqM-dWzgoxg8dtthvjAkB0nVQ7LN0lTC4mZ3Dg5hkDmkTBfealn7jvOfJAuVo6S57nlaURJ8sjhaUzdMwfcuJzesal82-Bf3cpI6ObnoqRrEP-7sPL4NHmEoeP6OI-2-pxiHTwM_fYw8X5_dlVcXN7eX12elOYGmQqCI2kmZ23bdfWdVNVqCRKa6lv2l6aVnWNktAoqNH2AJUlhN4Y2SsBElRb77Hj9V0TfIyBem1c-v4sBXSDFqBX_vRCr_3plT8Nlc7-Mtz8gl-DGzF8_IedrDHKjy0dBR2No8lkE4FM0ta7vw98ASvekZk |
| CitedBy_id | crossref_primary_10_3390_s18030816 crossref_primary_10_1007_s11276_011_0408_x crossref_primary_10_1109_LCOMM_2010_091310_100567 crossref_primary_10_1364_OE_19_00B260 crossref_primary_10_1145_2856127 crossref_primary_10_1007_s11704_014_3490_2 crossref_primary_10_1007_s11042_007_0173_0 crossref_primary_10_1007_s11235_014_9940_1 crossref_primary_10_1109_LCOMM_2009_090138 crossref_primary_10_1007_s10922_019_09503_1 crossref_primary_10_1057_jos_2010_11 crossref_primary_10_1016_j_simpat_2012_10_005 crossref_primary_10_1016_S1005_8885_17_60208_5 crossref_primary_10_1016_j_comnet_2009_03_011 |
| Cites_doi | 10.1145/505237.505239 10.1007/s11042-006-0040-4 10.1145/988672.988744 10.1145/1005847.1005868 10.1145/641007.641020 10.1145/378344.378348 10.1117/12.373516 10.1145/637219.637220 10.1145/1028788.1028795 10.1145/505237.505238 10.1145/507553.507554 10.1109/INFCOM.2000.832178 10.1007/3-540-36166-9_2 10.1145/776322.776327 10.1117/12.473407 |
| ContentType | Journal Article |
| Copyright | 2007 Elsevier B.V. |
| Copyright_xml | – notice: 2007 Elsevier B.V. |
| DBID | AAYXX CITATION |
| DOI | 10.1016/j.simpat.2007.02.004 |
| DatabaseName | CrossRef |
| DatabaseTitle | CrossRef |
| DatabaseTitleList | |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Computer Science |
| EISSN | 1878-1462 |
| EndPage | 689 |
| ExternalDocumentID | 10_1016_j_simpat_2007_02_004 S1569190X07000275 |
| GroupedDBID | --K --M .DC .~1 0R~ 123 1B1 1~. 1~5 4.4 457 4G. 5VS 7-5 71M 8P~ AAAKF AAAKG AACTN AAEDT AAEDW AAIAV AAIKJ AAKOC AALRI AAOAW AAQFI AARIN AAXUO AAYFN ABAOU ABBOA ABFNM ABJNI ABMAC ABUCO ABXDB ABYKQ ACAZW ACDAQ ACGFS ACNNM ACRLP ACZNC ADBBV ADEZE ADGUI ADJOM ADMUD ADTZH AEBSH AECPX AEKER AENEX AFKWA AFTJW AGHFR AGUBO AGYEJ AHJVU AHZHX AIALX AIEXJ AIGVJ AIKHN AITUG AJBFU AJOXV ALMA_UNASSIGNED_HOLDINGS AMFUW AMRAJ AOUOD APLSM ARUGR AXJTR BJAXD BKOJK BLXMC CS3 EBS EFJIC EFLBG EJD EO8 EO9 EP2 EP3 FDB FEDTE FIRID FNPLU FYGXN G-Q GBLVA GBOLZ HAMUX HVGLF HZ~ IHE J1W JJJVA KOM M41 MHUIS MO0 N9A O-L O9- OAUVE OZT P-8 P-9 PC. Q38 RIG ROL RPZ SDF SDG SES SEW SPC SPCBC SSB SSD SST SSV SSW SSZ T5K UHS ZMT ~G- AATTM AAXKI AAYWO AAYXX ABWVN ACRPL ACVFH ADCNI ADNMO AEIPS AEUPX AFJKZ AFPUW AFXIZ AGCQF AGRNS AIGII AIIUN AKBMS AKRWK AKYEP ANKPU APXCP BNPGV CITATION SSH |
| ID | FETCH-LOGICAL-c306t-eac6e9db558533422a76a6ddef45f6c57847604703adf002dea0fcc6f71060753 |
| IEDL.DBID | .~1 |
| ISSN | 1569-190X |
| IngestDate | Tue Jul 01 02:21:46 EDT 2025 Thu Apr 24 23:01:06 EDT 2025 Fri Feb 23 02:22:19 EST 2024 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 6 |
| Keywords | Video on demand Network traffic measurement Workload characterization Multimedia streaming |
| Language | English |
| License | https://www.elsevier.com/tdm/userlicense/1.0 |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c306t-eac6e9db558533422a76a6ddef45f6c57847604703adf002dea0fcc6f71060753 |
| PageCount | 18 |
| ParticipantIDs | crossref_citationtrail_10_1016_j_simpat_2007_02_004 crossref_primary_10_1016_j_simpat_2007_02_004 elsevier_sciencedirect_doi_10_1016_j_simpat_2007_02_004 |
| ProviderPackageCode | CITATION AAYXX |
| PublicationCentury | 2000 |
| PublicationDate | 2007-07-01 |
| PublicationDateYYYYMMDD | 2007-07-01 |
| PublicationDate_xml | – month: 07 year: 2007 text: 2007-07-01 day: 01 |
| PublicationDecade | 2000 |
| PublicationTitle | Simulation modelling practice and theory |
| PublicationYear | 2007 |
| Publisher | Elsevier B.V |
| Publisher_xml | – name: Elsevier B.V |
| References | García, García, Pañeda, Melendi, Pérez (bib11) 2006; 14 D. Loguinov, H. Radha, Measurement Study of Low-bit rate Internet Video Streaming, ACM SIGCOMM Internet Measurement Workshop (IMV), 2001. REALNETWORKS, Rtsp Interoperability With RealSystem Server 8, RealSystem iQ Whitepaper, 7 December 2000. Law, Kelton (bib15) 2000 K. Sripanidkulchai, B. Maggs, H. Zhang, An Analysis of Live Streaming Workloads on the Internet, in: Proceedings of ACM Internet Measurement Conference 2004, Sicily, Italy, October 2004. Chung, Claypool (bib8) 2006; 31 J. Padhye, J. Kurose, An Empirical Study of Client Interactions with a Continuous-Media Course-Ware Server, Workshop on Network and Operating Systems Support for Digital Audio and Video, 1998. S. Acharya, B. Smith, P. Parnes, Characterizing user access to videos on the World Wide Web, in: Proceedings of MMCN, January 2000. F. Suárez, X.G. Pañeda, V.G. García, Low Cost, Highly Available, High Performance Talks-on-Demand Sytems, in: ACM International Multimedia Conference, Juan les Pins, France, 2002. S. Boyden, A. Mahanti, C. Williamson, Characterizing the Behaviour of RealVideo Streams, in: Proceedings of SCS SPECTS 2005, Philadelphia, PA, July 2005, pp. 783–791. Zipf (bib36) 1949 J.R. Arias, F.J. Suárez, D.F. García, X.G. Pañeda, V.G. García, Evaluation of Video Server Capacity with Regard to Quality of the Service in Interactive News-On-Demand Systems, Protocols and Systems for Interactive Distributed Multimedia (PROMS-IDMS2002), LNCS 2515, Coimbra, Portugal, 2002. S. Jin, A. Bestavros, GISMO, A Generator of Internet Streaming Objects and Workloads, ACM SIGMETRICTS 2001. E. Veloso, V. Almeida, W. Meira, A. Bestavros, S. Jin, A Hierarchical Characterization of a Live Streaming Media Workload. In ACM Internet Measurement Workshop (IMV), November 2002. Cherkasova, Gupta (bib5) 2004 X.G. Pañeda, D. Melendi, V. García, R. García, A. Neira, Analysis and configuration Methodology for Video on Demand Services Based on Monitoring Information and Predictions, in: 6th International Conference on Enterprise Information Systems (ICEIS2004), Porto, Portugal, 2004. J.M. Almeida, J. Krueger, D.L. Eager, M.K. Vernon, Analysis of Educational Media Server Workloads, NOSSDAV. Port Jefferson, New York, USA, 2001. OPNET TECHNOLOGIES. OPNET Modeler: Making Networks and Applications Perform. Griwodz, Bär, Wolf (bib12) 1997 M. Chesire, A. Wolman, G. Voelker, H. Lavy, Measurement and Analysis of a Streaming-Media Workload, in: USENIX Symposium on Internet Technologies and Systems, 2001. J. Yu, C.T. Chou, A Dynamic Caching Algorithm Based on Internal Popularity Distribution of Streaming Media. Technical Report, UNSW-CSE-TR-0515, School of Computer Science and Engineering, UNSW, Australia, 2005. C. Costa, I. Cunha, C. Ramos, J. Almeida, GENIUS: Generator of Interactive User media Sessions, in: Proceedings IEEE 7th Annual Workshop on Workload Characterization. Austin, TX, October 2004. C. Costa, I. Cunha, A. Borges, C. Ramos, M. Rocha, J. Almeida, B.Ribeiro-Neto, Analyzing Client Interactive Behavior in Streaming Media Servers, in: Proceedings of 13th ACM International World Wide Web Conference (WWW), New York City, NY, May 2004. J. Nichols, M. Claypool, R. Kinicki, M. Li, Measurements of the Congestion Responsiveness of Windows Streaming Media, in: Proceedings of the 14th ACM NOSSDAV, Ireland, June 16–18, 2004. X.G. Pañeda, D. Melendi, R. Bonis, M. Vilas, I. Rodríguez, R. García, Fesoria, an Integrated Tool for Performance and Content Analysis, SLA Evaluation, Management and Smart Presentation for Video on Demand Services, International Conference on E-Business and Telecommunications Networks (ICETE2004), Setubal, Portugal, 2004. M. Vilas, X.G. Pañeda, R. Garcia, D. Melendi, V. Garcia, User Behaviour Analysis of a Video-On-Demand Service with a Wide Variety of Subjects and Lengths, in: Proceedings of the 31st EUROMICRO Conference, IEEE Computer Science, Porto, Portugal, August 2005. A. Mena, J. Heidemann, An Empirical Study of Real Audio Traffic, in: Proceedings of the IEEE Infocom, Tel-Aviv, Israel, IEEE, March 2000, pp. 101–110. Y. Wang, M. Claypool, Z. Zuo, An Empirical Study of RealVideo Performance Across the Internet. ACM SIGCOMM Internet Measurement Workshop, San Francisco, USA, 2001, pp. 295–309. D. Zatz, Tivo inches towards video on demand, RealTechNews Article, September 2005. OECD, Organisation for Economic Co-operation and Development 2005, OECD Broadband Statistics, Telecommunications and Internet Policy, June 2005. J. Van der merwe, S. Sen, C. Kalmanek, Streaming Video Traffic: Characterization and Network Impact, Seventh International Web Content Caching and Distribution Workshop, Boulder, 2002. . J. Chung, M. Claypool, Y. Zhu, Measurement of the Congestion Responsiveness of RealPlayer Streaming Video Over UDP, in: Proceedings of the Packet Video Workshop (PV), Nantes, France, April 2003. T. Kuang, C. Williamson, A Measurement Study of RealMedia Audio/Video Streaming Traffic, in: Proceedings of SPIE ITCOM, Boston, MA, July 2002, pp. 68–79. REALNETWORKS, Helix Universal Server. REALNETWORKS, Helix Universal Server Administration Guide, July 2002, pp. 332–351. W. Tang, Y. Fu, L. Cherkasova, A. Vahdat, Medisyn: A Synthetic Streaming Media Service Workload Generator, in: Proceedings of NOSSDAV, Monterey, CA, June 2003. 10.1016/j.simpat.2007.02.004_bib30 10.1016/j.simpat.2007.02.004_bib31 10.1016/j.simpat.2007.02.004_bib10 10.1016/j.simpat.2007.02.004_bib32 10.1016/j.simpat.2007.02.004_bib33 10.1016/j.simpat.2007.02.004_bib34 10.1016/j.simpat.2007.02.004_bib13 10.1016/j.simpat.2007.02.004_bib35 10.1016/j.simpat.2007.02.004_bib14 10.1016/j.simpat.2007.02.004_bib16 10.1016/j.simpat.2007.02.004_bib17 10.1016/j.simpat.2007.02.004_bib18 10.1016/j.simpat.2007.02.004_bib19 Chung (10.1016/j.simpat.2007.02.004_bib8) 2006; 31 García (10.1016/j.simpat.2007.02.004_bib11) 2006; 14 Zipf (10.1016/j.simpat.2007.02.004_bib36) 1949 10.1016/j.simpat.2007.02.004_bib20 10.1016/j.simpat.2007.02.004_bib21 Cherkasova (10.1016/j.simpat.2007.02.004_bib5) 2004 Griwodz (10.1016/j.simpat.2007.02.004_bib12) 1997 10.1016/j.simpat.2007.02.004_bib22 10.1016/j.simpat.2007.02.004_bib23 10.1016/j.simpat.2007.02.004_bib24 10.1016/j.simpat.2007.02.004_bib25 10.1016/j.simpat.2007.02.004_bib26 10.1016/j.simpat.2007.02.004_bib27 10.1016/j.simpat.2007.02.004_bib28 10.1016/j.simpat.2007.02.004_bib29 10.1016/j.simpat.2007.02.004_bib1 10.1016/j.simpat.2007.02.004_bib2 10.1016/j.simpat.2007.02.004_bib6 10.1016/j.simpat.2007.02.004_bib3 10.1016/j.simpat.2007.02.004_bib4 10.1016/j.simpat.2007.02.004_bib9 Law (10.1016/j.simpat.2007.02.004_bib15) 2000 10.1016/j.simpat.2007.02.004_bib7 |
| References_xml | – reference: J. Yu, C.T. Chou, A Dynamic Caching Algorithm Based on Internal Popularity Distribution of Streaming Media. Technical Report, UNSW-CSE-TR-0515, School of Computer Science and Engineering, UNSW, Australia, 2005. – reference: E. Veloso, V. Almeida, W. Meira, A. Bestavros, S. Jin, A Hierarchical Characterization of a Live Streaming Media Workload. In ACM Internet Measurement Workshop (IMV), November 2002. – reference: S. Jin, A. Bestavros, GISMO, A Generator of Internet Streaming Objects and Workloads, ACM SIGMETRICTS 2001. – volume: 14 year: 2006 ident: bib11 article-title: Analysis and Modelling of a Broadband Fiber Access Network with High Peer-to-Peer Traffic Load publication-title: Simulation Modelling Practice and Theory – reference: A. Mena, J. Heidemann, An Empirical Study of Real Audio Traffic, in: Proceedings of the IEEE Infocom, Tel-Aviv, Israel, IEEE, March 2000, pp. 101–110. – reference: K. Sripanidkulchai, B. Maggs, H. Zhang, An Analysis of Live Streaming Workloads on the Internet, in: Proceedings of ACM Internet Measurement Conference 2004, Sicily, Italy, October 2004. – reference: J. Chung, M. Claypool, Y. Zhu, Measurement of the Congestion Responsiveness of RealPlayer Streaming Video Over UDP, in: Proceedings of the Packet Video Workshop (PV), Nantes, France, April 2003. – reference: REALNETWORKS, Rtsp Interoperability With RealSystem Server 8, RealSystem iQ Whitepaper, 7 December 2000. – reference: C. Costa, I. Cunha, C. Ramos, J. Almeida, GENIUS: Generator of Interactive User media Sessions, in: Proceedings IEEE 7th Annual Workshop on Workload Characterization. Austin, TX, October 2004. – reference: J. Van der merwe, S. Sen, C. Kalmanek, Streaming Video Traffic: Characterization and Network Impact, Seventh International Web Content Caching and Distribution Workshop, Boulder, 2002. – reference: D. Zatz, Tivo inches towards video on demand, RealTechNews Article, September 2005. – reference: C. Costa, I. Cunha, A. Borges, C. Ramos, M. Rocha, J. Almeida, B.Ribeiro-Neto, Analyzing Client Interactive Behavior in Streaming Media Servers, in: Proceedings of 13th ACM International World Wide Web Conference (WWW), New York City, NY, May 2004. – reference: X.G. Pañeda, D. Melendi, R. Bonis, M. Vilas, I. Rodríguez, R. García, Fesoria, an Integrated Tool for Performance and Content Analysis, SLA Evaluation, Management and Smart Presentation for Video on Demand Services, International Conference on E-Business and Telecommunications Networks (ICETE2004), Setubal, Portugal, 2004. – reference: J.R. Arias, F.J. Suárez, D.F. García, X.G. Pañeda, V.G. García, Evaluation of Video Server Capacity with Regard to Quality of the Service in Interactive News-On-Demand Systems, Protocols and Systems for Interactive Distributed Multimedia (PROMS-IDMS2002), LNCS 2515, Coimbra, Portugal, 2002. – reference: Y. Wang, M. Claypool, Z. Zuo, An Empirical Study of RealVideo Performance Across the Internet. ACM SIGCOMM Internet Measurement Workshop, San Francisco, USA, 2001, pp. 295–309. – start-page: 2004 year: 2004 ident: bib5 article-title: Analysis of enterprise media server workload: access patterns, locality, content evolution and rates of change publication-title: IEEE/ACM Transactions on Networking – year: 1997 ident: bib12 article-title: Long-term Movie Popularity in Video on Demand System – reference: S. Acharya, B. Smith, P. Parnes, Characterizing user access to videos on the World Wide Web, in: Proceedings of MMCN, January 2000. – reference: W. Tang, Y. Fu, L. Cherkasova, A. Vahdat, Medisyn: A Synthetic Streaming Media Service Workload Generator, in: Proceedings of NOSSDAV, Monterey, CA, June 2003. – reference: F. Suárez, X.G. Pañeda, V.G. García, Low Cost, Highly Available, High Performance Talks-on-Demand Sytems, in: ACM International Multimedia Conference, Juan les Pins, France, 2002. – reference: S. Boyden, A. Mahanti, C. Williamson, Characterizing the Behaviour of RealVideo Streams, in: Proceedings of SCS SPECTS 2005, Philadelphia, PA, July 2005, pp. 783–791. – reference: J. Padhye, J. Kurose, An Empirical Study of Client Interactions with a Continuous-Media Course-Ware Server, Workshop on Network and Operating Systems Support for Digital Audio and Video, 1998. – year: 2000 ident: bib15 article-title: Simulation Modelling and Analysis – reference: REALNETWORKS, Helix Universal Server. – reference: J.M. Almeida, J. Krueger, D.L. Eager, M.K. Vernon, Analysis of Educational Media Server Workloads, NOSSDAV. Port Jefferson, New York, USA, 2001. – reference: J. Nichols, M. Claypool, R. Kinicki, M. Li, Measurements of the Congestion Responsiveness of Windows Streaming Media, in: Proceedings of the 14th ACM NOSSDAV, Ireland, June 16–18, 2004. – reference: M. Chesire, A. Wolman, G. Voelker, H. Lavy, Measurement and Analysis of a Streaming-Media Workload, in: USENIX Symposium on Internet Technologies and Systems, 2001. – reference: D. Loguinov, H. Radha, Measurement Study of Low-bit rate Internet Video Streaming, ACM SIGCOMM Internet Measurement Workshop (IMV), 2001. – reference: OECD, Organisation for Economic Co-operation and Development 2005, OECD Broadband Statistics, Telecommunications and Internet Policy, June 2005. – reference: OPNET TECHNOLOGIES. OPNET Modeler: Making Networks and Applications Perform. – reference: REALNETWORKS, Helix Universal Server Administration Guide, July 2002, pp. 332–351. – volume: 31 start-page: 173 year: 2006 end-page: 193 ident: bib8 article-title: Empirical evaluation of the congestion responsiveness of RealPlayer video streams publication-title: Multimedia Tools and Applications – reference: M. Vilas, X.G. Pañeda, R. Garcia, D. Melendi, V. Garcia, User Behaviour Analysis of a Video-On-Demand Service with a Wide Variety of Subjects and Lengths, in: Proceedings of the 31st EUROMICRO Conference, IEEE Computer Science, Porto, Portugal, August 2005. – reference: T. Kuang, C. Williamson, A Measurement Study of RealMedia Audio/Video Streaming Traffic, in: Proceedings of SPIE ITCOM, Boston, MA, July 2002, pp. 68–79. – reference: X.G. Pañeda, D. Melendi, V. García, R. García, A. Neira, Analysis and configuration Methodology for Video on Demand Services Based on Monitoring Information and Predictions, in: 6th International Conference on Enterprise Information Systems (ICEIS2004), Porto, Portugal, 2004. – reference: . – year: 1949 ident: bib36 article-title: Human Behavior and the Principle of Least-Effort – ident: 10.1016/j.simpat.2007.02.004_bib33 doi: 10.1145/505237.505239 – ident: 10.1016/j.simpat.2007.02.004_bib10 – volume: 31 start-page: 173 issue: 2 year: 2006 ident: 10.1016/j.simpat.2007.02.004_bib8 article-title: Empirical evaluation of the congestion responsiveness of RealPlayer video streams publication-title: Multimedia Tools and Applications doi: 10.1007/s11042-006-0040-4 – ident: 10.1016/j.simpat.2007.02.004_bib9 doi: 10.1145/988672.988744 – ident: 10.1016/j.simpat.2007.02.004_bib20 – ident: 10.1016/j.simpat.2007.02.004_bib22 – ident: 10.1016/j.simpat.2007.02.004_bib25 – ident: 10.1016/j.simpat.2007.02.004_bib24 – year: 1997 ident: 10.1016/j.simpat.2007.02.004_bib12 – ident: 10.1016/j.simpat.2007.02.004_bib18 doi: 10.1145/1005847.1005868 – ident: 10.1016/j.simpat.2007.02.004_bib28 doi: 10.1145/641007.641020 – volume: 14 year: 2006 ident: 10.1016/j.simpat.2007.02.004_bib11 article-title: Analysis and Modelling of a Broadband Fiber Access Network with High Peer-to-Peer Traffic Load – ident: 10.1016/j.simpat.2007.02.004_bib2 doi: 10.1145/378344.378348 – ident: 10.1016/j.simpat.2007.02.004_bib1 doi: 10.1117/12.373516 – ident: 10.1016/j.simpat.2007.02.004_bib30 – ident: 10.1016/j.simpat.2007.02.004_bib7 – ident: 10.1016/j.simpat.2007.02.004_bib19 – ident: 10.1016/j.simpat.2007.02.004_bib32 – ident: 10.1016/j.simpat.2007.02.004_bib31 doi: 10.1145/637219.637220 – ident: 10.1016/j.simpat.2007.02.004_bib34 – year: 1949 ident: 10.1016/j.simpat.2007.02.004_bib36 – ident: 10.1016/j.simpat.2007.02.004_bib27 doi: 10.1145/1028788.1028795 – ident: 10.1016/j.simpat.2007.02.004_bib16 doi: 10.1145/505237.505238 – ident: 10.1016/j.simpat.2007.02.004_bib13 doi: 10.1145/507553.507554 – ident: 10.1016/j.simpat.2007.02.004_bib21 – ident: 10.1016/j.simpat.2007.02.004_bib23 – ident: 10.1016/j.simpat.2007.02.004_bib26 – ident: 10.1016/j.simpat.2007.02.004_bib17 doi: 10.1109/INFCOM.2000.832178 – ident: 10.1016/j.simpat.2007.02.004_bib3 doi: 10.1007/3-540-36166-9_2 – ident: 10.1016/j.simpat.2007.02.004_bib6 – year: 2000 ident: 10.1016/j.simpat.2007.02.004_bib15 – ident: 10.1016/j.simpat.2007.02.004_bib29 doi: 10.1145/776322.776327 – ident: 10.1016/j.simpat.2007.02.004_bib14 doi: 10.1117/12.473407 – start-page: 2004 year: 2004 ident: 10.1016/j.simpat.2007.02.004_bib5 article-title: Analysis of enterprise media server workload: access patterns, locality, content evolution and rates of change publication-title: IEEE/ACM Transactions on Networking – ident: 10.1016/j.simpat.2007.02.004_bib4 – ident: 10.1016/j.simpat.2007.02.004_bib35 |
| SSID | ssj0018867 |
| Score | 1.8972862 |
| Snippet | The video on demand service characterized in this article has surpassed 4 years of service, and the access log database stores information of more than 160,000... |
| SourceID | crossref elsevier |
| SourceType | Enrichment Source Index Database Publisher |
| StartPage | 672 |
| SubjectTerms | Multimedia streaming Network traffic measurement Video on demand Workload characterization |
| Title | Statistical characterization of a real video on demand service: User behaviour and streaming-media workload analysis |
| URI | https://dx.doi.org/10.1016/j.simpat.2007.02.004 |
| Volume | 15 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3NS8MwFH-MefHitzg_Rg5e47o2TVtvYzim4i462K2kTQKTrR1bd_Vv9yVNh4Io2FNJXqC8JO-jvN_vAdxqnoWY_Xs00n1OWagYjXOfU61kkjF8At-gkV8mfDxlT7Nw1oJhg4UxZZXO9tc23VprN9Jz2uyt5vPeK2YeCbqzGR5ak1wZoDljkeHPv_vYlXn049h2kTXC1Eg38Dlb47UxUMTKERka5k72s3v64nJGR3DgYkUyqD_nGFqqOIHDpg8DcdfyFCoTMVrCZZTOdwzMNcCSlJoIgqHhghjIXUlwSKqlKCTZ1HbinkzxjTjA_nZN7JypQF-iX6MWW0JM_daiFBInaxaTM5iOHt6GY-q6KdAc04KKooXlKpFZiAlCEDDfFxEXHK2bZqHmOd5cFnGPoQUQUqNCpRKeznOuMQbhGFgE59AuykJdABE4LKQlY1fMxwWcqSiLpScFF7jFHQgaJaa5oxo3HS8WaVNT9p7WqjddMKPU81NUfQfobtWqptr4Qz5q9if9dmRS9Aa_rrz898or2G9-7nr9a2hX6626waikyrr22HVhb_D4PJ58AsYe5II |
| linkProvider | Elsevier |
| linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3Na8IwFH84PWyXfY-5zxx2DdY2TetuIht1flym4K2kTQIOtaL1_99Lm8oGY4P1VJI8KC_p-2jf7_cAnjRPfMz-HRroNqfMV4yGqcupVrKTMLw816CRR2MeTdnbzJ_VoFdhYUxZpbX9pU0vrLUdaVltttbzeesdM48OurMZHlqTXPkH0DDsVHjYG93-IBrvfyaEYdFI1qynRqBC0BVlXluDRswtl6Eh72Q_e6gvXuf1FI5tuEi65ROdQU2tzuGkasVA7Jt5AbkJGgvOZVyd7kmYS4wlyTQRBKPDBTGou4zgkFRLsZJkW5qKZzLFO2Ix-7sNKeZMEfoSXRst4CXElHAtMiFxsiQyuYTp68ukF1HbUIGmmBnkFI0sVx2Z-JgjeB5zXRFwwdHAaeZrnuLLywLuMDQCQmrUqVTC0WnKNYYhHGML7wrqq2ylroEIHBay4GNXzEUBzlSQhNKRggvc5SZ4lRLj1LKNm6YXi7gqK_uIS9WbRphB7Lgxqr4JdC-1Ltk2_lgfVPsTfzs1MTqEXyVv_i35CIfRZDSMh_3x4BaOqm-9TvsO6vlmp-4xSMmTB3sIPwGah-cz |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Statistical+characterization+of+a+real+video+on+demand+service%3A+User+behaviour+and+streaming-media+workload+analysis&rft.jtitle=Simulation+modelling+practice+and+theory&rft.au=Garc%C3%ADa%2C+Roberto&rft.au=Pa%C3%B1eda%2C+Xabiel+G.&rft.au=Garc%C3%ADa%2C+Victor&rft.au=Melendi%2C+David&rft.date=2007-07-01&rft.pub=Elsevier+B.V&rft.issn=1569-190X&rft.eissn=1878-1462&rft.volume=15&rft.issue=6&rft.spage=672&rft.epage=689&rft_id=info:doi/10.1016%2Fj.simpat.2007.02.004&rft.externalDocID=S1569190X07000275 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1569-190X&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1569-190X&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1569-190X&client=summon |