NDLI: Application of support vector machines to admission control for proportional differentiated services enabled Internet servers

Content Provider	IEEE Xplore Digital Library
Author	Chenn-Jung Huang Chih-Lun Cheng
Copyright Year	2005
Description	Author affiliation: Inst. of Learning Technol., Nat. Hualien Teachers Coll., Taiwan (Chenn-Jung Huang; Chih-Lun Cheng)
Abstract	A widely existing problem in contemporary Web servers is the unpredictability of response time. Owing to long response delay, revenues of the enterprises are substantially reduced due to many aborted e-commerce transactions. Recently, researchers have been addressing different admission control schemes of differentiated service for Web servers to complement the Internet differentiated services model and thereby provide QoS support to the users of the World Wide Web. However, most of these admission control mechanisms do not guarantee the QoS requirements of all admitted clients under bursty workload. Although an Internet service model called proportional differentiated service is enabled in Web servers to improve the QoS guarantee predicament in the literature, it still exists some impracticable assumptions and incompatible problems with the current Internet protocols. In this paper, we propose two algorithms for admission control and traffic scheduler schemes of the Web server under proportional differentiated service, wherein a time series predictor is embedded to estimate the traffic load of the client in the next time period. Two different approaches are used to implement the time series predictor due to the achievement of successful prediction in the literature. The experimental results reveal that the proposed schemes can realize proportional delay differentiation service in multiclass Web server effectively when the support vector regression is used as the time series predictor.
Starting Page	248
Ending Page	253
File Size	104582
Page Count	6
File Format	PDF
ISBN	0769522912
DOI	10.1109/ICHIS.2004.26
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2004-12-05
Publisher Place	Japan
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	propor-tional differentiated service Protocols time series prediction Telecommunication traffic quality of service self-similarity Delay Scheduling algorithm Support vector machines support vector regression Admission control Web and internet services Traffic control fuzzy logic systems Web sites Web server
Content Type	Text
Resource Type	Article

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