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基于免疫 Agent 的垃圾邮件过滤模型

蒋亚平 田月霞 梅骁

计算机应用与软件2016,Vol.33Issue(3):294-298,313,6.
计算机应用与软件2016,Vol.33Issue(3):294-298,313,6.DOI:10.3969/j.issn.1000-386x.2016.03.070

基于免疫 Agent 的垃圾邮件过滤模型

A SPAM FILTERING MODEL BASED ON IMMUNE-AGENT

蒋亚平 1田月霞 1梅骁1

作者信息

  • 1. 郑州轻工业学院计算机与通信工程学院 河南 郑州 450001
  • 折叠

摘要

Abstract

For the problems of traditional spam filtering methods such as cannot effectively identifying the unknown and variation features, heavier load in terminal server and longer delays in receiving mails,etc.,by making use of biological immunology principle and multi-Agent technology,we designed an immune multi-Agent-based spam filtering model SF-MA.The model is able to quickly judge spam generation and to remember the feature information by improving the SMTP protocol;we also designed an antigen presentation algorithm,and expanded the scale of self library;we introduced the vaccine concept into model to keep good genes and to realise the interaction of each Agent’s information,these enhanced the “memory”mechanism of entire model,and effectively extracted the information and variation features of the spam.Using the mail sample set to train and test the model,simulation results showed that the proposed model had better performance than other models,and effectively improved the characteristics of accuracy rate of spam model,as well as reduced false alarm rate.

关键词

人工免疫/SMTP/协议/垃圾邮件/抗原提呈/疫苗/多 Agent

Key words

Artificial immune/SMTP protocol/Spam/Antigen presentation/Vaccine Multi-agent

分类

信息技术与安全科学

引用本文复制引用

蒋亚平,田月霞,梅骁..基于免疫 Agent 的垃圾邮件过滤模型[J].计算机应用与软件,2016,33(3):294-298,313,6.

基金项目

国家自然科学基金项目(61272038);河南省科技厅科技攻关项目 ()

计算机应用与软件

OACSTPCD

1000-386X

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