DocumentCode :
3275650
Title :
Modeling web usage profiles of cloud services for utility cost analysis
Author :
Idziorek, Joseph ; Tannian, Mark ; Jacobson, Douglas
Author_Institution :
Iowa State Univ., Ames, IA, USA
fYear :
2011
fDate :
11-14 Dec. 2011
Firstpage :
3318
Lastpage :
3329
Abstract :
Early proponents of public cloud computing have come to identify cost savings a key factor for adoption. However, the adoption and hosting of a web application in the cloud does not provide any such guarantees. This is in part due to the utility pricing model that dictates the cost of public cloud resources. In this work we seek to model and simulate data usage for a web application for the purpose of utility cost analysis. Although much research has been performed in the area of web usage mining, previously proposed models are unable to accurately model web usage profiles for a specific web application. In this paper, we present a simulation model and corresponding algorithm to model web usage based on empirical observations. The validation of the proposed model shows that the simulated output conforms to that of what was observed and is within acceptable tolerance limits.
Keywords :
Web sites; cloud computing; costing; data mining; Web application; Web usage mining; Web usage profile modeling; cloud services; public cloud computing; utility cost analysis; utility pricing model; Algorithm design and analysis; Analytical models; Cloud computing; Computational modeling; Data models; Markov processes; Predictive models;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Simulation Conference (WSC), Proceedings of the 2011 Winter
Conference_Location :
Phoenix, AZ
ISSN :
0891-7736
Print_ISBN :
978-1-4577-2108-3
Electronic_ISBN :
0891-7736
Type :
conf
DOI :
10.1109/WSC.2011.6148028
Filename :
6148028
Link To Document :
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