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Upravlenie Bol'shimi Sistemami, 2013, Issue 45, Pages 112–131
(Mi ubs720)
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Information Technology Applications in Control
Automated determination of sensitivity classes of web services
D. Dushkin Institute of Control Sciences of RAS
Abstract:
We presents a method to calculate the sensitivity, which is a benchmark for web services performance. We introduce metrics which characterize sensitivity, describe the routine for their evaluation, and suggest the method of class definition for an arbitrary web service. The method uses several machine learning algorithms such as clustering via $k$-means and classification via support vector machines. At the end we present the results of a numerical experiment, which illustrates our method.
Keywords:
web-services, service-oriented arcithecture, machine learning, sensitivity analysis.
Citation:
D. Dushkin, “Automated determination of sensitivity classes of web services”, UBS, 45 (2013), 112–131
Linking options:
https://www.mathnet.ru/eng/ubs720 https://www.mathnet.ru/eng/ubs/v45/p112
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Statistics & downloads: |
Abstract page: | 121 | Full-text PDF : | 55 | References: | 34 | First page: | 1 |
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