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Dept Comp Sci & Comp Eng
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La Trobe University
Victoria 3086
AUSTRALIA
Tel: +61 3 9479 1107
Fax: +61 3 9479 3060
Email: info
@cs.latrobe.edu.au
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Research Publications - Abstract
Department of Computer Science & Computer Engineering
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Loke, S., Haghighi, P.D., Zaslavsky, A., Krishnaswamy, S., and Gaber, M.M. |
| Publication Year: |
2009 |
| Paper Title: |
Context-aware adaptive data stream mining |
| Journal Name: |
Intelligent Data Analysis |
| Volume: |
13/3 (2009) |
| Pages: |
423 - 434 |
| Abstract: |
In resource-constrained devices, adaptation of data stream processing to variations of data rates and availability of resources is crucial for consistency and continuity of running applications. However, to enhance and maximize the benefits of adaptation, there is a need to go beyond mere computational and device capabilities to encompass the full spectrum of context-awareness. This paper presents a general approach for context-aware adaptive mining of data streams that aims to dynamically and autonomously adjust data stream mining parameters according to changes in context and situations. We perform intelligent and real-time analysis of data stream generated from sensors that is under-pinned using context-aware adaptation. A prototype of the proposed architecture is implemented and evaluated in the paper through a real-world scenario in the area of healthcare monitoring.
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