Near Real Time Online Flow-based Internet Traffic Classification Using Machine Learning (C4.5)

0/0 83 0 0 加入豆单 举报 手机看

文档简介:Offering reliable novel service in modern heterogeneous networks is a key challenge and an important prospective income source for many network operators and providers. Providing reliable future service in a cost effective scalable manner requires efficient use of networking and computing resources. This can be done by making the network more self enabled, i.e. making it capable of making distributed local decisions regarding the utilization of the available resources. However such decisions must be correlated in order to achieve the global overall goal (maximizing the performance and minimizing the cost) Since network administrators are always worried about making fast decisions to monitor and regulate the Internet traffic, a novel approach for online flow-based network traffic classification is proposed. This proposal is based on Machine learning algorithm C4.5 and a custom built network traffic data set captured from a university campus environment. Furthermore the aim of this effort is to build a complete online flow based traffic classification and control system. Validation on the proposed system is done from accuracy and time points of views. Firstly, an offline training and testing data sets are applied to Weka s C4.5 and our system. And their corresponding accuracy has been compared. Our experimental results show that the accuracy is the exactly the same. Secondly, the received UDP NetFlow packets have been send to our system and to a basic packet sniffing program and the number of NetFlow packets has been counted in each. The comparison result show that no packet overwriting due to race condition.

文档格式:.pdf页数:10页大小:649.19k热度:分类: IT计算机  --  软件工程

文档标签: NetFlow machine learning C446 5 online classification accuracy traffic control P2P

收起

君,已阅读到文档的结尾了呢~~

扫扫二维码,随身浏览文档

手机或平板扫扫即可继续访问

Near Real Time Online Flow-based Internet Traffic Classification Using Machine Learning (C4.5)

*需二维码识别软件支持。什么是二维码?

获取二维码

分享文档

将文档分享至:
分享完整地址
文档地址: 复制
粘贴到BBS或博客
flash地址: 复制

支持嵌入FLASH地址的网站使用

html代码: 复制

默认尺寸450px*300px480px*400px650px*490px

支持嵌入HTML代码的网站使用

分享到