A fuzzy expert system approach for spam detection

被引：0

作者：

Sarvi, Moein ^{[1
]}

Mohamadi, Mahmood ^{[1
]}

Varjani, Ali Yazdiane ^{[1
]}

机构：

[1] Tarbiat Modares Univ, Elect & Comp Fac, Tehran, Iran

来源：

2013 13TH IRANIAN CONFERENCE ON FUZZY SYSTEMS (IFSC) | 2013年

关键词：

fuzzy logic; expert system; spam detection; FOOPES; CLASSIFICATION;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

This paper attempts at providing a fuzzy expert system to detect spams. By definition, any unsolicited e-mail to user is called spam. In this respect, there is no definite criterion to distinguish legitimate e-mails from spam, hence a fuzzy expert system is proposed to address above problem. Our proposed approach is to use various e-mail features to drive a fuzzy model, which is then an expert system and defuzzification is used to bring the results. The criteria Recall and Precision were applied to measure the system and the best values obtained were 97.4% and 99.3% respectively. The accuracy here can compete with other methods.

引用

页数：5

共 21 条

[1] Intelligent phishing detection system for e-banking using fuzzy data mining
Aburrous, Maher
Hossain, M. A.
Dahal, Keshav
Thabtah, Fadi
[J]. EXPERT SYSTEMS WITH APPLICATIONS, 2010, 37 (12) : 7913 - 7921
[2] A study of spam filtering using support vector machines
Amayri, Ola
Bouguila, Nizar
[J]. ARTIFICIAL INTELLIGENCE REVIEW, 2010, 34 (01) : 73 - 108
[3] Amin-Naseri MR, 2011, LECT NOTES COMPUT SC, V6729, P252, DOI 10.1007/978-3-642-21524-7_30
[4] hGA: Hybrid genetic algorithm in fuzzy rule-based classification systems for high-dimensional problems
Aydogan, Emel Kizilkaya
Karaoglan, Ismail
Pardalos, Panos M.
[J]. APPLIED SOFT COMPUTING, 2012, 12 (02) : 800 - 806
[5] Development of an adaptive neuro-fuzzy classifier using linguistic hedges: Part 1
Cetisli, Bayram
[J]. EXPERT SYSTEMS WITH APPLICATIONS, 2010, 37 (08) : 6093 - 6101
[6] Chun-Chao Y., 2011, COMM MOB COMP CMC 20, P19
[7] A review of machine learning approaches to Spam filtering
Guzella, Thiago S.
Caminhas, Walmir M.
[J]. EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (07) : 10206 - 10222
[8] Hong G., 2013, COMM SYST NETW TECHN, P340
[9] A scalable intelligent non-content-based spam-filtering framework
Hu, Yong
Guo, Ce
Ngai, E. W. T.
Liu, Mei
Chen, Shifeng
[J]. EXPERT SYSTEMS WITH APPLICATIONS, 2010, 37 (12) : 8557 - 8565
[10] Spam filtering for network traffic security on a multi-core environment
Islam, Rafiqul
Zhou, Wanlei
Xiang, Yang
Mahmood, Abdun Naser
[J]. CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2009, 21 (10) : 1307 - 1320

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