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
Link To Document :
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