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