International Journal of Information and Communication Technology Research
مجله بین المللی ارتباطات و فناوری اطلاعات
International Journal of Information and Communication Technology Research
Engineering & Technology
http://ijict.itrc.ac.ir
1
admin
2251-6107
2783-4425
doi
1652
25391
en
jalali
1389
6
1
gregorian
2010
9
1
2
3
online
1
fulltext
en
Content-Based Approach for Trfcking Concept Drift in Email Spam Filtering
فناوری اطلاعات
Information Technology
پژوهشي
Research
<p>The continued growth of Email usage, which is naturally followed by an increase i unsolicited emails so called spams, motivates research in spam filtering area. In the context of spam filtering systems, addressing th evolving nature of spams, which leads to obsolete the related models, has been always a challenge. In this paper an adaptive spam filtering system based on language model is proposed which can detect concept drift based on computing the deviation in email contents distribution. The proposed method can be used a ong with any existing classifier; particularly in this paper we use Naive Bayes method as classifier. The proposed method has been evaluated with Enron data set. The results indicate the efficiency of the method in detectin concept drift and its superiority over Naive Bayes classifier in terms of accuracy.</p>
component, spam.filtering, concept drift, KL divergence, language model
59
65
http://ijict.itrc.ac.ir/browse.php?a_code=A-10-27-228&slc_lang=en&sid=1
Morteza
Zi Hayat
1003194753284600847
1003194753284600847
Yes
School of Electrical and Computer Engineering, College of Engineering, University of Tehran, Tehran, Iran
Javad
Basiri
1003194753284600848
1003194753284600848
No
School of Electrical and Computer Engineering University of Tehran, Tehran, Iran
Leila
Seyedhossein
1003194753284600849
1003194753284600849
No
School of Electrical and Computer Engineering University of Tehran, Tehran, Iran
Azadeh
Shakery
1003194753284600850
1003194753284600850
No
School of Electrical and Computer Engineering University of Tehran, Tehran, Iran