This paper analyses several common algorithms for spam filtering and shows the advantages and disadvantages of these algorithms for spam filtering. Each algorithm is only suitable for filtering specific spam. Some algorithms are suitable for Chinese, and some algorithms perform well in English. In a lot of spam, it is not reliable and inefficiency to using a single algorithm to separate out spam. Thereby, in order to improve the accuracy and efficiency of spam filtering, composite intelligent algorithm, which integrates and improves the existing algorithms by utilizing the advantages of previous algorithms and avoiding their shortages, is proposed. Moreover, an intelligent method that it has the ability of self-learning by using the contents of the e-mails is introduced. Finally, the outcome of experiment shows that the intelligent method achieves a better efficiency and performance.
목차
Abstract 1. Introduction 2. Contrast of Common Filtering Algorithm 2.1. Filtering Algorithm via Rule Configuration 2.2. Blacklisting Method 2.3. A Intellectual Learning Method Based on the Statistical Theory 2.4. An Intelligent Algorithm Based on Vector Space 2.5. Remains Issue 3. The Design of Composite Intelligent Algorithm 3.1 Mail Filter Function 3.2. E-mail Configuration 3.3. Intelligent Learning Functions 3.4. Feature Items Selection in Vocabulary 4. Experimental Evaluations 5. Conclusion Acknowledgements References
키워드
spam filteringblacklistingRulesBayes
저자
Jun Liu [ College of Computer Science, Chongqing University, Chongqing, China ]
Shuyu Chen [ College of Software Engineering, Chongqing University, Chongqing, China ]
Kai Liu [ College of Computer Science, Chongqing University, Chongqing, China ]
Yong Zhou [ College of Computer Science, Chongqing University, Chongqing, China ]
보안공학연구지원센터(IJSIA) [Science & Engineering Research Support Center, Republic of Korea(IJSIA)]
설립연도
2006
분야
공학>컴퓨터학
소개
1. 보안공학에 대한 각종 조사 및 연구
2. 보안공학에 대한 응용기술 연구 및 발표
3. 보안공학에 관한 각종 학술 발표회 및 전시회 개최
4. 보안공학 기술의 상호 협조 및 정보교환
5. 보안공학에 관한 표준화 사업 및 규격의 제정
6. 보안공학에 관한 산학연 협동의 증진
7. 국제적 학술 교류 및 기술 협력
8. 보안공학에 관한 논문지 발간
9. 기타 본 회 목적 달성에 필요한 사업
간행물
간행물명
International Journal of Security and Its Applications
간기
격월간
pISSN
1738-9976
수록기간
2008~2016
등재여부
SCOPUS
십진분류
KDC 505DDC 605
이 권호 내 다른 논문 / International Journal of Security and Its Applications Vol.8 No.4