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JOURNALS // Upravlenie Bol'shimi Sistemami // Archive

UBS, 2013 Issue 45, Pages 112–131 (Mi ubs720)

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.

UDC: 004.032
BBK: 3.32



© Steklov Math. Inst. of RAS, 2024