Improving Web Performance in Home Broadband Access Networks
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- 作者：Yantao Li ; Gang Zhou ; Bin Nie
- 关键词：Web caching ; Support vector machine ; Least ; Frequently ; Used ; Cache replacement ; Home broadband networks
- 刊名：Wireless Personal Communications
- 出版年：2017
- 出版时间：February 2017
- 年：2017
- 卷：92
- 期：3
- 页码：925-940
- 全文大小：
- 刊物类别：Engineering
- 刊物主题：Communications Engineering, Networks; Signal,Image and Speech Processing; Computer Communication Networks;
- 出版者：Springer US
- ISSN：1572-834X
- 卷排序：92
文摘
Web caching is a significantly important strategy for improving Web performance. In this paper, we design SmartCache, a router-based system of Web page load time reduction in home broadband access networks, which is composed of cache, SVM trainer and classifier, and browser extension. More specifically, the browser interacts with users to collect their experience satisfaction and prepare training dataset for SVM trainer. With the desired features extracted from training dataset, the SVM classifier predicts the classes of the Web objects. Then, integrated with LFU, the cache makes a cache replacement based on SVM-LFU policy. Finally, by implementing SmartCache on a Netgear router and Chrome browsers, we evaluate our SVM-LFU algorithm in terms of Web page load time, SVM accuracy, and cache performance, and the experimental results illustrate that SmartCache can greatly improve Web performance in Web page load time.