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
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