مرکز اطلاعات علمی Scientific Information Database (SID) - Trusted Source for Research and Academic Resources

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Cites:

Information Seminar Paper

Title

A NOVEL APPROACH TOWARD SPAM DETECTION BASED ON ITERATIVE PATTERNS PER TEXT

Pages

  -

Abstract

 SPAMMING IS BECOMING A MAJOR THREAT THAT NEGATIVELY IMPACTS THE USABILITY OF E-MAIL. ALTHOUGH LOTS OF TECHNIQUES HAVE BEEN PROPOSED FOR DETECTING AND BLOCKING SPAM MESSAGES, SPAMMERS STILL SPREAD SPAM E-MAILS FOR DIFFERENT PURPOSES SUCH AS ADVERTISING, PHISHING, ADULT AND OTHER PURPOSES AND THERE IS NOT ANY COMPLETE SOLUTION FOR THIS PROBLEM. IN THIS WORK WE PRESENT A NOVEL SOLUTION TOWARD SPAM FILTERING BY USING A NEW SET OF FEATURES FOR CLASSIFICATION MODELS. THESE FEATURES ARE THE SEQUENTIAL UNIQUE AND CLOSED PATTERNS WHICH ARE EXTRACTED FROM THE CONTENT OF MESSAGES.AFTER APPLYING A TERM SELECTION METHOD, WE SHOW THAT THESE FEATURES HAVE GOOD PERFORMANCE IN CLASSIFYING SPAM MESSAGES FROM LEGITIMATE MESSAGES. THE ACHIEVED RESULTS ON 6 DIFFERENT DATASETS SHOW THE EFFECTIVENESS OF OUR PROPOSED METHOD COMPARED TO CLOSE SIMILAR METHODS. WE OUTPERFORM THE ACCURACY NEAR+2% COMPARED TO RELATED STATE OF ARTS. IN ADDITION OUR METHOD IS RESILIENT AGAINST INJECTING IRRELEVANT AND BOTHERSOME WORDS.

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  • References

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  • Cite

    APA: Copy

    Razmara, Mohammad, ASADI, BABAK, Narouei, Masoud, & Ahmadi, Mansour. (2014). A NOVEL APPROACH TOWARD SPAM DETECTION BASED ON ITERATIVE PATTERNS PER TEXT. INTERNATIONAL CONFERENCE ON COMPUTER AND KNOWLEDGE ENGINEERING (ICCKE). SID. https://sid.ir/paper/926369/en

    Vancouver: Copy

    Razmara Mohammad, ASADI BABAK, Narouei Masoud, Ahmadi Mansour. A NOVEL APPROACH TOWARD SPAM DETECTION BASED ON ITERATIVE PATTERNS PER TEXT. 2014. Available from: https://sid.ir/paper/926369/en

    IEEE: Copy

    Mohammad Razmara, BABAK ASADI, Masoud Narouei, and Mansour Ahmadi, “A NOVEL APPROACH TOWARD SPAM DETECTION BASED ON ITERATIVE PATTERNS PER TEXT,” presented at the INTERNATIONAL CONFERENCE ON COMPUTER AND KNOWLEDGE ENGINEERING (ICCKE). 2014, [Online]. Available: https://sid.ir/paper/926369/en

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