• DocumentCode
    166049
  • Title

    Profiling user behaviour for efficient and resilient cloud management

  • Author

    Peoples, C. ; Parr, Gerard ; Scotney, B. ; Sarangi, Saumendra ; Kar, Soummya

  • Author_Institution
    Fac. of Comput. & Eng., Univ. of Ulster, Coleraine, UK
  • fYear
    2014
  • fDate
    24-27 Sept. 2014
  • Firstpage
    2636
  • Lastpage
    2642
  • Abstract
    User behaviour profiling can be used within network management schemes to indicate the capabilities required from management proxies in terms of the way(s) and rate at which they should be aware of real-time network state and change in resource demands/requirements. A management proxy in a cloud, for example, needs ability to monitor change in the most popular webpages associated with a website or files associated with an application so that this detail may influence the caching strategy for optimised performance and operation. When resources are provisioned dynamically across a cloud, the strategy to do so will accommodate efficiency and security objectives, and also take into account the ways in which users are demanding services to optimise the opportunities that their requirements are met. Many online companies now operate in this way and analyse customer behaviour to improve services by meeting predictable requirements and utilising unpredictable behaviour. It is therefore to this gap we respond in this work. A network management model is developed around behaviour profiles of user activities associated with the Wireless Sensor Knowledge Archive (Wisekar) website hosted in the Indian Institute of Technology in Delhi, India. Trends in user access and activities with the website are identified and, in response, a management framework is proposed. A Certainty Factor quantifies the confidence with which management is applied such that actions enforced accommodate both predictable and unpredictable user behaviour.
  • Keywords
    Web sites; cloud computing; resource allocation; Delhi; India; Indian Institute of Technology; Wireless Sensor Knowledge Archive; Wisekar Web site; certainty factor; cloud management; management proxy; network management schemes; network state; resource demands; resource provisioning; resource requirements; security objectives; user behaviour profiling; Androids; Browsers; Context; Google; Humanoid robots; Security; cloud resource optimisation; context awareness; network management; trend analysis; user behaviour profiling;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Advances in Computing, Communications and Informatics (ICACCI, 2014 International Conference on
  • Conference_Location
    New Delhi
  • Print_ISBN
    978-1-4799-3078-4
  • Type

    conf

  • DOI
    10.1109/ICACCI.2014.6968367
  • Filename
    6968367