Á¤º¸°úÇÐȸ ÄÄÇ»ÆÃÀÇ ½ÇÁ¦ ³í¹®Áö (KIISE Transactions on Computing Practices)
Current Result Document :
ÇѱÛÁ¦¸ñ(Korean Title) |
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¿µ¹®Á¦¸ñ(English Title) |
Graph-Based Phishing URL Detection |
ÀúÀÚ(Author) |
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Taeri Kim
Jiwon Hong
Noseong Park
Sang-Wook Kim
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¿ø¹®¼ö·Ïó(Citation) |
VOL 26 NO. 03 PP. 0156 ~ 0160 (2020. 03) |
Çѱ۳»¿ë (Korean Abstract) |
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¿µ¹®³»¿ë (English Abstract) |
Cyber crime through phishing is on the rise. To prevent the damage caused by phishing attacks, many studies to detect phishing URLs such as content-based and string-based have been conducted. A content-based method is a method of downloading and analyzing web page content, which poses a security risk. The string-based method analyzes URL string patterns and uses them for phishing URL detection. In this paper, we construct a graph with URL strings based on the phishing URL trends identified from previous studies. And, we detect phishing URLs through the graph-based inference algorithms such as Random Walk with Restart, Belief Propagation, and graph embedding methods such as DeepWalk, Node2vec. As a result of comparing our graph-based phishing URL detection method with the conventional phishing URL detection methods, our method shows better prediction performance in all accuracy measures.
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Å°¿öµå(Keyword) |
URL ¹®ÀÚ¿
ÇÇ½Ì URL ŽÁö
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URL string
phishing URL detection
graph-based inference
graph embedding
classification
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