Event aware workload prediction: A study using auction events

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 7651 LNCS, Issue , 2012, Pages 368-381

  Sladescu, Matthew ^a,b   Fekete, Alan ^a,b   Lee, Kevin ^b,c   Liu, Anna ^b,c  

^a UNIVERSITY OF SYDNEY   (Australia)

^b CSIRO   (Australia)

^c UNIVERSITY OF NEW SOUTH WALES   (Australia)

Author keywords

cloud computing; online auctions; workload prediction

Indexed keywords

COMPUTING RESOURCE; ONLINE AUCTIONS; PREDICTION ACCURACY; PRIOR KNOWLEDGE; REAL-WORLD DATASETS; RESOURCE ACQUISITION; RESOURCE CONTROL; STATE-OF-THE-ART METHODS; WEB INFORMATION SYSTEMS;

CLOUD COMPUTING; DATA PROCESSING; ELECTRONIC COMMERCE; SYSTEMS ENGINEERING; WORLD WIDE WEB;

FORECASTING;

EID: 84869485316     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-35063-4_27     Document Type: Conference Paper

References (20)

1. Ari, I., Hong, B., Miller, E., Brandt, S., Long, D.: Managing flash crowds on the internet. In: International Symposium on Modeling, Analysis and Simulation of Computer Telecommunications Systems (2003)
2. Bermolen, P., Rossi, D.: Support vector regression for link load prediction. Computer Networks 53(2), 191-201 (2009)
3. Bodik, P., Fox, A., Franklin, M.J., Jordan, M.I., Patterson, D.A.: Characterizing, modeling, and generating workload spikes for stateful services. In: Proceedings of the 1st ACM Symposium on Cloud Computing, pp. 241-252. ACM (2010)
4. Chun, J.: Groupon crashes after offering gap deal of the day (August 2010), http://smallbusiness.aol.com/tag/Groupon+site+crash/
5. Dietterich, T.G.: Machine Learning for Sequential Data: A Review. In: Caelli, T.M., Amin, A., Duin, R.P.W., Kamel, M.S., de Ridder, D. (eds.) SSPR & SPR 2002. LNCS, vol. 2396, pp. 15-30. Springer, Heidelberg (2002)
6. Islam, S., Keung, J., Lee, K., Liu, A.: Empirical prediction models for adaptive resource provisioning in the cloud. In: Future Generation Computer Systems (2011)
7. Jiang, Y., Perng, C., Li, T., Chang, R.: Asap: A self-adaptive prediction system for instant cloud resource demand provisioning. In: 2011 IEEE 11th International Conference on Data Mining (ICDM), pp. 1104-1109. IEEE (2011)
8. Lassnig, M., Fahringer, T., Garonne, V., Molfetas, A., Branco, M.: Identification, modelling and prediction of non-periodic bursts in workloads. In: Proceedings of the 2010 10th IEEE/ACM International Conference on Cluster, Cloud and Grid Computing, pp. 485-494. IEEE Computer Society (2010)
9. Li, A., Yang, X., Kandula, S., Zhang, M.: Cloudcmp: comparing public cloud providers. In: Internet Measurment Conference, pp. 1-14. ACM (2010)
10. Hall, M., Frank, E., Holmes, G., Pfahringer, B., Reutemann, P., Witten, I.H.: The WEKA Data Mining Software: An Update. SIGKDD Explorations 11(1) (2009)
11. Menascé, D., Akula, V.: Towards workload characterization of auction sites. In: 2003 IEEE International Workshop on Workload Characterization, WWC-6, pp. 12-20. IEEE (2003)
12. Mills, T.: Time series techniques for economists. Cambridge Univ. Pr. (1991)
13. Nancarrow, D.: Student anger: traffic crashes qtac site (January 2012), http://www.brisbanetimes.com.au/it-pro/government-it/student-anger-traffic- crashes-qtac-site-20120112-1pwbs.html
14. Amazon Web Services: Amazon ec2 reserved instances (June 2012), http://aws.amazon.com/ec2/reserved-instances/
15. Sladescu, M., Fekete, A.: Event aware elasticity control for cloud applications. Tech. Rep. 687, The University of Sydney (2012)
16. Smola, A., Schölkopf, B.: A tutorial on support vector regression. Statistics and Computing 14(3), 199-222 (2004)
17. Tirado, J.M., Higuero, D., Isaila, F., Carretero, J.: Multi-model prediction for enhancing content locality in elastic server infrastructures. In: 2011 18th International Conference on High Performance Computing (HiPC), pp. 1-9. IEEE (2011)
18. Vlachos, M., Meek, C., Vagena, Z., Gunopulos, D.: Identifying similarities, periodicities and bursts for online search queries. In: Proceedings of the 2004 ACM SIGMOD International Conference on Management of Data, pp. 131-142. ACM (2004)
19. Wardrop, M.: ebay facing compensation bill after site crashes (November 2009), http://www.telegraph.co.uk/finance/newsbysector/retailandconsumer/ 6641314/eBay-facing-compensation-bill-after-site-crashes.html
20. Whyte, S.: One direction fever: Ticketek server crashes in rush to buy tickets, fans say (May 2012), http://www.smh.com.au/entertainment/music/one- direction-fever-ticketek-server-crashes-in-rush-to-buy-tickets-fans-say- 20120428-1xrb4.html