基于用户行为分析的Web QoS请求分类

Wang Cong, Guo Xiaolei, Shan Zhiguang
{"title":"基于用户行为分析的Web QoS请求分类","authors":"Wang Cong, Guo Xiaolei, Shan Zhiguang","doi":"10.1109/INDIN.2008.4618334","DOIUrl":null,"url":null,"abstract":"Request classification is one of important strategies of Web QoS control. User behaviour analysis can make Web service more intelligent and personal, on which more and more attentions have been paid by the researchers. In this paper, we propose a method to classify Web request based on user behaviour analysis, and apply the classification to form Web QoS control strategy. This method includes three parts: acquiring click-stream sequence form Web logs, classifying userspsila click-stream sequence by KNN algorithm, and forming Web QoS control strategy according to the results of classification. Experiment results show that our method can achieve satisfactory effect of classification.","PeriodicalId":112553,"journal":{"name":"2008 6th IEEE International Conference on Industrial Informatics","volume":"189 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2008-07-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":"{\"title\":\"Request classification of Web QoS based on user behaviour analysis\",\"authors\":\"Wang Cong, Guo Xiaolei, Shan Zhiguang\",\"doi\":\"10.1109/INDIN.2008.4618334\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Request classification is one of important strategies of Web QoS control. User behaviour analysis can make Web service more intelligent and personal, on which more and more attentions have been paid by the researchers. In this paper, we propose a method to classify Web request based on user behaviour analysis, and apply the classification to form Web QoS control strategy. This method includes three parts: acquiring click-stream sequence form Web logs, classifying userspsila click-stream sequence by KNN algorithm, and forming Web QoS control strategy according to the results of classification. Experiment results show that our method can achieve satisfactory effect of classification.\",\"PeriodicalId\":112553,\"journal\":{\"name\":\"2008 6th IEEE International Conference on Industrial Informatics\",\"volume\":\"189 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2008-07-13\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2008 6th IEEE International Conference on Industrial Informatics\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/INDIN.2008.4618334\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2008 6th IEEE International Conference on Industrial Informatics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/INDIN.2008.4618334","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2

摘要

请求分类是Web服务质量控制的重要策略之一。用户行为分析可以使Web服务更加智能化和个性化,越来越受到研究者的关注。本文提出了一种基于用户行为分析的Web请求分类方法,并应用该分类方法形成Web QoS控制策略。该方法包括三个部分:从Web日志中获取点击流序列,通过KNN算法对用户的点击流序列进行分类,根据分类结果形成Web QoS控制策略。实验结果表明,该方法能取得满意的分类效果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Request classification of Web QoS based on user behaviour analysis
Request classification is one of important strategies of Web QoS control. User behaviour analysis can make Web service more intelligent and personal, on which more and more attentions have been paid by the researchers. In this paper, we propose a method to classify Web request based on user behaviour analysis, and apply the classification to form Web QoS control strategy. This method includes three parts: acquiring click-stream sequence form Web logs, classifying userspsila click-stream sequence by KNN algorithm, and forming Web QoS control strategy according to the results of classification. Experiment results show that our method can achieve satisfactory effect of classification.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信