• 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