基于数据挖掘技术的网络信息过滤系统设计Design of network information filtering system based on data mining technology
刘玉娥
摘要(Abstract)：
对网络信息进行过滤,在提高网络安全性能方面具有重要意义。传统网络信息过滤系统一直存在信息过滤不完整、效率差的问题,故提出并设计基于数据挖掘技术的网络信息过滤系统。网络信息过滤系统硬件主要由数据采集模块、数据处理模块、数据分析模块、控制界面模块和过滤及反馈模块组成,在过滤及反馈模块引入数据挖掘技术,对各个重要数据进行分析,并给出部分软件代码,实现网络信息过滤系统的优化。实验结果表明,以调和平均值为指标,对改进设计系统进行验证,其查全率及查准率的调和平均值较高,具有一定的优势。
关键词(KeyWords)： 网络信息过滤;数据挖掘;网络安全;数据采集;调和平均值;查准率
基金项目(Foundation): 云南省教育厅科学研究基金项目资助(2018JS738;2016ZZX304)~~
作者(Author): 刘玉娥
DOI: 10.16652/j.issn.1004-373x.2018.16.013
参考文献(References)：
- [1]张沛朋,魏楠.基于数据挖掘技术的个性化移动推荐系统设计研究[J].西安文理学院学报(自然科学版),2017,20(2):41-45.ZHANG Peiming,WEI Nan.Research on design of personalized mobile recommendation system based on data mining technology[J].Journal of Xi’an University(Natural science edition),2017,20(2):41-45.
- [2]于丽.基于数据挖掘技术的计算机网络病毒防御技术探索[J].现代电子技术,2016,39(21):120-122.YU Li.Exploration of data mining technology based virus defense technology for computer network[J].Modern electronics technique,2016,39(21):120-122.
- [3]郭兰杰,梁吉业,赵兴旺.融合社交网络信息的协同过滤推荐算法[J].模式识别与人工智能,2016,29(3):281-288.GUO Lanjie,LIANG Jiye,ZHAO Xingwang.Collaborative filtering recommendation algorithm incorporating social network information[J].Pattern recognition and artificial intelligence,2016,29(3):281-288.
- [4]洪万帆,苏淑靖.基于无线传感器网络的数据采集系统设计[J].电子器件,2016,39(1):180-185.HONG Wanfan,SU Shujing.Design of data acquisition system based on wireless sensor network[J].Chinese journal of electron devices,2016,39(1):180-185.
- [5]伍华丽,任心怡.基于模糊约束的数据库特定数据挖掘算法[J].计算机仿真,2016,33(10):240-243.WU Huali,REN Xinyi.Specific data mining algorithm based on fuzzy constraint database[J].Computer simulation,2016,33(10):240-243.
- [6]薛朋强,努尔布力,吾守尔·斯拉木.基于网络文本信息的敏感信息过滤算法[J].计算机工程与设计,2016,37(9):2447-2452.XUE Pengqiang,NURBOL,ISLAM Wuxur.Sensitive information filtering algorithm based on text information network[J].Computer engineering and design,2016,37(9):2447-2452.
- [7]周立军,张杰,吕海燕.基于数据挖掘技术的网络入侵检测技术研究[J].现代电子技术,2016,39(6):10-13.ZHOU Lijun,ZHANG Jie,LüHaiyan.Research on network intrusion detection technology based on data mining technology[J].Modern electronics technique,2016,39(6):10-13.
- [8]刘其成,冯利光.一种基于Map Reduce的微博信息推荐并行算法[J].小型微型计算机系统,2017,38(7):1518-1522.LIU Qicheng,FENG Liguang.Parallel microblog information recommendation algorithm based on Map Reduce[J].Journal of Chinese computer systems,2017,38(7):1518-1522.
- [9]李云玮,马蕾.基于SVM的物联网大数据有效信息过滤挖掘[J].控制工程,2016,23(10):1533-1537.LI Yunwei,MA Lei.Big data effective information filtering mining of Internet of Things based on SVM[J].Control engineering of China,2016,23(10):1533-1537.
- [10]王靖,王兴伟,赵悦.基于变精度粗糙集决策树垃圾邮件过滤[J].系统仿真学报,2016,28(3):705-710.WANG Jing,WANG Xingwei,ZHAO Yue.Spam filtering based on variable precision rough set decision tree[J].Journal of system simulation,2016,28(3):705-710.
- [11]袁国鑫,于洪.一种基于邮件头信息的三支决策邮件过滤方法[J].计算机科学,2017,44(9):74-77.YUAN Guoxin,YU Hong.Method of three-way decision spam filtering based on head information of e-mail[J].Computer science,2017,44(9):74-77.