| 注册
首页|期刊导航|高技术通讯|基于相对密度的DNS请求数据流源IP异常检测算法

基于相对密度的DNS请求数据流源IP异常检测算法

王靖云 史建焘 张兆心 沈英洪

高技术通讯2016,Vol.26Issue(10):849-856,8.
高技术通讯2016,Vol.26Issue(10):849-856,8.DOI:10.3772/j.issn.1002-0470.2016.10-11.004

基于相对密度的DNS请求数据流源IP异常检测算法

An algorithm for detection of source IP anomalies in DNS query based on relative density

王靖云 1史建焘 1张兆心 1沈英洪1

作者信息

  • 1. 哈尔滨工业大学计算机科学与技术学院 哈尔滨150001
  • 折叠

摘要

Abstract

The study focused on the anomaly detection for domain name systems (DNS).Through the investigation of the outlier detection algorithm based on relative density,an algorithm for detection of source IP anomalies in DNS query data streams based on relative density was proposed.The algorithm calculates the relative density of each source IP,and uses the inverse of the density as an abnormal value.When calculating the relative density,it uses the nine dimensions of number of query,entropy of source port,proportion of queried illegal domain name and so on to represent a source IP.The experimental results show that the proposed source IP anomaly detection algorithm based on relative density can put forward the corresponding abnormal value accurately according to the abnormality of each source IP.

关键词

域名系统(DNS)/相对密度/离群点/异常检测

Key words

domain name systems (DNS)/relative density/outlier/anomaly detection

引用本文复制引用

王靖云,史建焘,张兆心,沈英洪..基于相对密度的DNS请求数据流源IP异常检测算法[J].高技术通讯,2016,26(10):849-856,8.

基金项目

国家科技支撑计划(2012BAH45B01),国家自然科学基金(61100189,61370215,61370211)和国家信息安全计划(2014A085,2015A072)资助项目. (2012BAH45B01)

高技术通讯

OA北大核心CSTPCD

1002-0470

访问量0
|
下载量0
段落导航相关论文