{"id":1564,"date":"2023-03-12T21:23:10","date_gmt":"2023-03-12T21:23:10","guid":{"rendered":"https:\/\/securitybriefing.net\/?p=1564"},"modified":"2023-03-12T21:23:10","modified_gmt":"2023-03-12T21:23:10","slug":"%ec%86%8c%ec%85%9c-%ec%8a%a4%ed%8c%b8-%ed%83%90%ec%a7%80-%eb%b0%8f-%eb%8c%80%ec%9d%91-%ea%b8%b0%ec%88%a0%ec%9d%98-%ec%b5%9c%ec%8b%a0-%eb%8f%99%ed%96%a5","status":"publish","type":"post","link":"https:\/\/securitybriefing.net\/ko\/%ec%8a%a4%ed%8c%b8\/%ec%86%8c%ec%85%9c-%ec%8a%a4%ed%8c%b8-%ed%83%90%ec%a7%80-%eb%b0%8f-%eb%8c%80%ec%9d%91-%ea%b8%b0%ec%88%a0%ec%9d%98-%ec%b5%9c%ec%8b%a0-%eb%8f%99%ed%96%a5\/","title":{"rendered":"\uc18c\uc15c \uc2a4\ud338 \ud0d0\uc9c0 \ubc0f \ub300\uc751 \uae30\uc220\uc758 \ucd5c\uadfc \ubc1c\uc804 \ub3d9\ud5a5"},"content":{"rendered":"<p>Spam refers to unwanted or unsolicited messages sent or received electronically via email, instant messaging, blogs, newsgroups, social media, web search, and mobile phones, with advertising fines, Phishing, Malware, etc. As is clear from the definition, Spam is intended for malice and generally represents a viable but fraudulent source of income for some individuals or organizations. The cyber attacker involved in sending such spam messages is generally referred to as a \u201cspammer.\u201d Although initially targeted and limited to email, spam has invaded all electronic platforms in all media.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"what-kinds-of-spam-exist-today\"><strong>\uc624\ub298\ub0a0 \uc5b4\ub5a4 \uc885\ub958\uc758 \uc2a4\ud338\uc774 \uc874\uc7ac\ud558\ub098\uc694?<\/strong><\/h2>\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uc774\uba54\uc77c \uc2a4\ud338<\/strong>: \uc815\ud06c \uba54\uc77c\uc774\ub77c\uace0\ub3c4 \ubd88\ub9ac\uba70, \uc0c1\uc5c5\uc801 \ub0b4\uc6a9\uc744 \ud3ec\ud568\ud55c \uc6d0\uce58 \uc54a\ub294 \uba54\uc2dc\uc9c0\ub97c \ub300\ub7c9\uc73c\ub85c \ubb34\ucc28\ubcc4 \uc218\uc2e0\uc790\uc5d0\uac8c \ubc1c\uc1a1\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc778\uc2a4\ud134\ud2b8 \uba54\uc2dc\uc9d5\uc758 \uc2a4\ud338\uc740 \uc778\uc2a4\ud134\ud2b8 \uba54\uc2e0\uc800(IM)\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4:<\/strong> \uc774\uba54\uc77c \uc2a4\ud338\ubcf4\ub2e4\ub294 \ubbf8\ubb18\ud558\uc9c0\ub9cc, Skype\u00a9, Yahoo!\u00ae, Messenger\uc640 \uac19\uc740 \uc778\uc2a4\ud134\ud2b8 \uba54\uc2e0\uc800 \uc0ac\uc6a9\uc790\uc5d0\uac8c \uad11\uace0\uc8fc \ub4f1\uc758 \uc6d0\uce58 \uc54a\ub294 \uba54\uc2dc\uc9c0\ub97c \ubcf4\ub0b4 \uadc0\ucc2e\uac8c \ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ub274\uc2a4\uadf8\ub8f9\uacfc \ud3ec\ub7fc\uc758 \uc2a4\ud338<\/strong>: \uc720\uc988\ub137 \ub274\uc2a4\uadf8\ub8f9\uacfc \uad00\ub828 \uc5c6\ub294 \uc778\ud130\ub137 \ud3ec\ub7fc\uc5d0 \ub2e4\uc218\uc758 \ubc18\ubcf5\uc801\uc778 \uac8c\uc2dc\ubb3c\uc744 \uc62c\ub9ac\ub294 \uac83\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ud734\ub300\uc804\ud654 \uc2a4\ud338<\/strong>: \uc774 \ud615\ud0dc\uc758 \uc2a4\ud338\uc740 \ub2e8\ubb38 \uba54\uc2dc\uc9c0 \uc11c\ube44\uc2a4(SMS)\ub97c \uc6b4\uc601 \ubc29\uc2dd\uc73c\ub85c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \ub54c\ub54c\ub85c \uace0\uac1d\uc740 \uac00\uc9dc \uad6c\ub3c5\uacfc \uc0ac\uae30\uc5d0 \uc18d\uc544 \ud504\ub9ac\ubbf8\uc5c4 \uc11c\ube44\uc2a4 \uc694\uae08\uc744 \ubd80\uacfc\ubc1b\uae30\ub3c4 \ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc2a4\ud338\ub371\uc2f1<\/strong>: \uac80\uc0c9 \uc5d4\uc9c4 \uc2a4\ud338 \ub610\ub294 \ud2b9\uc815 \uc6f9\uc0ac\uc774\ud2b8\ub098 \uc6f9 \ud398\uc774\uc9c0\ub97c \ud64d\ubcf4\ud558\uae30 \uc704\ud574 \uac80\uc0c9 \uc5d4\uc9c4 \uc21c\uc704 \ubc0f \uad00\ub828\uc131 \uc54c\uace0\ub9ac\uc998\uc744 \uc870\uc791\ud558\ub294 \ud589\uc704\ub97c \uc758\ubbf8\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc2a4\ud50c\ub85c\uadf8\uc640 \uc704\ud0a4<\/strong>: \ube14\ub85c\uadf8\uc758 \uc2a4\ud338, \uc2a4\ud50c\ub85c\uadf8\ub77c\uace0\ub3c4 \ubd88\ub9ac\uba70, \ud1a0\ub860 \uc8fc\uc81c\uc640 \uad00\ub828 \uc5c6\ub294 \ub313\uae00\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub313\uae00\uc740 \ubcf4\ud1b5 \uc0c1\uc5c5 \uc0ac\uc774\ud2b8\ub85c\uc758 URL \ub9c1\ud06c\uac00 \ud3ec\ud568\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uc77c\ubd80 \uc2a4\ud50c\ub85c\uadf8\ub294 \ud64d\ubcf4\ud558\ub294 \uc6f9\uc0ac\uc774\ud2b8\uc5d0 \ub300\ud55c \uc0c1\uc138\ud55c \uacf5\uc9c0\ub85c \uc791\uc131\ub418\uba70, \ub2e4\ub978 \uc2a4\ud50c\ub85c\uadf8\ub294 \uc815\ub2f9\ud55c \uc6f9\uc0ac\uc774\ud2b8\uc5d0\uc11c \ub3c4\uc6a9\ud55c \ucf58\ud150\uce20\ub098 \ubb34\uc758\ubbf8\ud55c \ub0b4\uc6a9\uc744 \ud2b9\uc9d5\uc73c\ub85c \ud569\ub2c8\ub2e4. \uc720\uc0ac\ud55c \uc720\ud615\uc758 \uacf5\uaca9\uc740 \uc704\ud0a4 \ubc0f \uc77c\ubc18 \uc0ac\uc6a9\uc790\uc758 \ub313\uae00\uc744 \ud5c8\uc6a9\ud558\ub294 \ub2e4\ub978 \ubc29\uba85\ub85d\uc5d0\uc11c\ub3c4 \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ube44\ub514\uc624 \uc0ac\uc774\ud2b8\uc758 \uc2a4\ud338<\/strong>: YouTube\uc640 \uac19\uc740 \uc18c\uc15c \ub124\ud2b8\uc6cc\ud0b9 \uc6f9\uc0ac\uc774\ud2b8\ub3c4 \uc2a4\ud338\uc73c\ub85c \uc624\uc5fc\ub418\uc5b4 \uc788\uc73c\uba70, \uc774\ub294 \ubcf4\ud1b5 \ud3ec\ub974\ub178 \ub610\ub294 \ub370\uc774\ud305 \uc0ac\uc774\ud2b8\ub098 \uad00\ub828 \uc5c6\ub294 \ube44\ub514\uc624\uc5d0 \ub300\ud55c \ub313\uae00 \ubc0f \ub9c1\ud06c\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4. \ub54c\ub54c\ub85c \uc774\ub7ec\ud55c \ub313\uae00\uc740 \ubd07\uc744 \ud1b5\ud574 \uc790\ub3d9\uc73c\ub85c \uc0dd\uc131\ub429\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc628\ub77c\uc778 \uac8c\uc784 \uba54\uc2dc\uc9c0\uc758 \uc2a4\ud338<\/strong>: \ud2b9\uc815 \uadf8\ub8f9\uc5d0 \uac00\uc785\ud558\ub77c\ub294 \uc694\uccad, \uc800\uc791\uad8c \uc57d\uad00 \uc704\ubc18 \ub4f1\uc758 \uba54\uc2dc\uc9c0 \ud64d\uc218\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc778\ud130\ub137 \uc804\ud654 \uc2a4\ud338(Spi)<\/strong>: \uc778\ud130\ub137 \uc804\ud654(VoIP)\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc2a4\ud338\uc744 \uc804\uc1a1\ud569\ub2c8\ub2e4. \uc218\uc2e0\uc790\uac00 \uc2e4\uc218\ub85c \uc2a4\ud338 \uc804\ud654\ub97c \ubc1b\uc73c\uba74 \ubcf4\ud1b5 \uc0ac\uc804 \ub179\uc74c\ub41c \uba54\uc2dc\uc9c0\uac00 \uc7ac\uc0dd\ub429\ub2c8\ub2e4. VoIP\ub294 \uc800\ub834\ud558\uace0 \uc27d\uac8c \uc775\uba85\ud654\ud560 \uc218 \uc788\uae30 \ub54c\ubb38\uc5d0 \uc2a4\ud338 \ubc1c\uc1a1\uc790\uc5d0\uac8c \ucde8\uc57d\ud55c \ub300\uc0c1\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n<h2 class=\"wp-block-heading\" id=\"types-of-spam-and-spamming-techniques\"><strong>\uc2a4\ud338 \uc720\ud615\uacfc \uc2a4\ud338 \uae30\uc220<\/strong><\/h2>\n\n<h3 class=\"wp-block-heading\" id=\"types-of-spam\"><strong>\uc2a4\ud338 \uc720\ud615<\/strong><\/h3>\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uc545\uc131 \ub9c1\ud06c<\/strong>: Links that harm, mislead, or otherwise harm a user\u2019s computer.<\/li>\n\n\n\n<li><strong>\uac00\uc9dc \ud504\ub85c\ud544<\/strong>: \uc2a4\ud338 \ubc1c\uc1a1\uc790\ub294 \ud0d0\uc9c0\ub97c \ud53c\ud558\uace0 \ube44\uc2a4\ud338 \uc0ac\uc6a9\uc790\uc5d0\uac8c \uce5c\uad6c\uac00 \ub418\ub3c4\ub85d \uc720\ub3c4\ud558\uae30 \uc704\ud574 \ud569\ubc95\uc801\uc73c\ub85c \ubcf4\uc774\ub294 \uac00\uc9dc \ud504\ub85c\ud544\uc744 \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ub300\ub7c9 \uba54\uc77c \ubc1c\uc1a1<\/strong>: \uc2a4\ud338 \ud3ed\ud0c4\uc774\ub77c\uace0 \uc54c\ub824\uc838 \uc788\uc73c\uba70, \ub3d9\uc77c\ud55c \ud14d\uc2a4\ud2b8\ub85c \uc5ec\ub7ec \ubc88 \uac8c\uc2dc\ub41c \ub313\uae00 \uc138\ud2b8\ub85c, \ub313\uae00\uacfc \uad00\ub828\ub41c \ud0dc\uadf8\uac00 \uc18c\uc15c \ub124\ud2b8\uc6cc\ud06c\uc5d0\uc11c \ube60\ub974\uac8c \ud2b8\ub80c\ub4dc\uac00 \ub418\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc0ac\uae30 \ub9ac\ubdf0<\/strong>: \uc774\ub7ec\ud55c \ub9ac\ubdf0\ub294 \ub9ac\ubdf0\uc5b4\uac00 \uc0ac\uc6a9\ud558\uc9c0 \uc54a\uc558\uc744 \uc218\ub3c4 \uc788\ub294 \uc81c\ud488\uc774 \uc6d0\ubcf8\uc774\uace0 \uc88b\ub2e4\uace0 \uc8fc\uc7a5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n<h3 class=\"wp-block-heading\" id=\"spamming-techniques\"><strong>\uc2a4\ud338 \uae30\uc220<\/strong><\/h3>\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ud074\ub9ad\uc7ac\ud0b9<\/strong>: \ub610\ud55c <a href=\"https:\/\/owasp.org\/www-community\/attacks\/Clickjacking#:~:text=Clickjacking%2C%20also%20known%20as%20a,on%20the%20top%20level%20page.\" target=\"_blank\" rel=\"noreferrer noopener\">UI-\ub9ac\ub4dc\ub808\uc2f1<\/a>, \uc73c\ub85c \uc54c\ub824\uc838 \uc788\uc73c\uba70, \uc2a4\ud338 \ubc1c\uc1a1\uc790\ub294 \uc0ac\uc6a9\uc790\ub97c \uc18d\uc5ec \ub2e4\ub978 \ud398\uc774\uc9c0\uc5d0 \uc18d\ud55c \ubcf4\uc774\uc9c0 \uc54a\ub294 \ub300\uc0c1(\uc608: \ubc84\ud2bc)\uc744 \ud074\ub9ad\ud558\uac8c \ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud615\ud0dc\uc758 \uc2a4\ud338\uc740 \uc8fc\ub85c \ube14\ub85c\uadf8\uc640 \ud3ec\ub7fc\uc5d0\uc11c \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ub4dc\ub77c\uc774\ube0c \ubc14\uc774 \ub2e4\uc6b4\ub85c\ub4dc\ub97c \ud1b5\ud55c \uc545\uc131 \ube0c\ub77c\uc6b0\uc800 \ud655\uc7a5<\/strong>: This form of attack occurs by downloading malware from the Internet without the user\u2019s notice. This type of spam usually comes as malicious links and can be found on blogs, website bookmarks, reviews, etc.<\/li>\n\n\n\n<li><strong>URL \ub2e8\ucd95\uae30<\/strong>: In this spam attack, the shortened URL obfuscates the actual URL and redirects to its configured destinations without the user\u2019s consent. This type of spam is more frequent in social networks, microblogs, reviews, etc.<\/li>\n\n\n\n<li><strong>\uc18c\uc15c \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \uc2a4\ud06c\ub9bd\ud2b8 \uc8fc\uc785<\/strong>: In this attack, end-users are tricked into executing malicious JavaScript code of the spammer\u2019s choice in the context of the victim\u2019s site, thereby attacking users\u2019 trust. Again, this attack is often associated with obscure links to malicious programs or websites. It may appear as forms on some review websites, such as emails.<\/li>\n<\/ul>\n\n\n<h2 class=\"wp-block-heading\" id=\"spam-detection-techniques\"><strong>\uc2a4\ud338 \ud0d0\uc9c0 \uae30\uc220<\/strong><\/h2>\n\n\n<p>\uc2a4\ud338\uc744 \ucc98\ub9ac\ud558\uae30 \uc704\ud55c \uc138 \uac00\uc9c0 \uc8fc\uc694 \uc804\ub7b5\uc774 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ud0d0\uc9c0 \uae30\ubc18 \uae30\uc220: \uc2dc\uc2a4\ud15c\uc5d0\uc11c \uc2a4\ud338\uc744 \uc2dd\ubcc4\ud558\uace0 \uc81c\uac70\ud558\ub824\uace0 \ud569\ub2c8\ub2e4. <\/li>\n\n\n\n<li>\uc800\ud558 \uae30\ubc18 \uc804\ub7b5: \uba54\uc2dc\uc9c0 \ubaa9\ub85d\uc5d0\uc11c \uc2a4\ud338 \uc21c\uc704\ub97c \ub0ae\ucd94\ub824\uace0 \uc2dc\ub3c4\ud569\ub2c8\ub2e4. <\/li>\n\n\n\n<li>\uc608\ubc29 \uae30\ubc18 \uc804\ub7b5: \uc778\ud130\ud398\uc774\uc2a4\ub97c \ubcc0\uacbd\ud558\uac70\ub098 \uc0ac\uc6a9\uc790 \ud589\ub3d9\uc744 \uc81c\ud55c\ud558\uc5ec \uc2a4\ud338 \ubc1c\uc1a1\uc790\uac00 \uc2dc\uc2a4\ud15c\uc5d0 \uae30\uc5ec\ud560 \uc218 \uc788\ub294 \ub2a5\ub825\uc744 \ubc29\ud574\ud558\ub824\uace0 \ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n<h3 class=\"wp-block-heading\" id=\"latest-developments-in-antispam-techniques\"><strong>\ucd5c\uc2e0 \uc2a4\ud338 \ubc29\uc9c0 \uae30\uc220 \uac1c\ubc1c<\/strong><\/h3>\n\n<h4 class=\"wp-block-heading\" id=\"email-spam\"><strong>\uc774\uba54\uc77c \uc2a4\ud338<\/strong><\/h4>\n\n\n<p>\uc18c\uc15c \ub124\ud2b8\uc6cc\ud06c\uc778 SocialFilter\ub97c \ud1b5\ud574 \ud611\uc5c5 \ud544\ud130\ub9c1\uc774 \uc0ac\uc6a9\ub418\uba70, \uc774\ub294 \uc18c\uc15c \uc2e0\ub8b0\ub97c \ud1b5\ud569\ud55c \ud611\uc5c5 \uc2a4\ud338 \ud544\ud130\ub9c1 \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4. <a href=\"https:\/\/academic.oup.com\/jcmc\/article-abstract\/3\/1\/JCMC313\/4584354\" target=\"_blank\" rel=\"noreferrer noopener\">\uc628\ub77c\uc778 \uc18c\uc15c \ub124\ud2b8\uc6cc\ud06c<\/a> (OSN)\uc744 \uc0ac\uc6a9\ud558\uc5ec <a href=\"https:\/\/dl.acm.org\/doi\/abs\/10.1145\/1416950.1416953\" target=\"_blank\" rel=\"noreferrer noopener\">\uc2a4\ud338 \ub9ac\ud3ec\ud130\uc758 \uc2e0\ub8b0\uc131\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4<\/a>. \uc774\ub294 OSN \uadf8\ub798\ud504\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \uadf8\ub798\ud504 \uae30\ubc18 \uc811\uadfc \ubc29\uc2dd\uc785\ub2c8\ub2e4. SocialFilter\ub294 \uc5ec\ub7ec \uc2a4\ud338 \ud0d0\uc9c0\uae30\uc758 \uae30\ub2a5\uc744 \ucd94\uac00\ud558\uc5ec \uc2a4\ud338 \uc644\ud654\ub97c \ubbfc\uc8fc\ud654\ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud569\ub2c8\ub2e4. \uc778\uac04 \uad00\ub9ac\uc790\uac00 \uad00\ub9ac\ud558\ub294 \uac01 SocialFilter \ub178\ub4dc\ub294 \uc911\uc559 \uc800\uc7a5\uc18c\ub85c \uc2a4\ud338 \ubc1c\uc1a1\uc790 \ubcf4\uace0\uc11c\ub97c \ubcf4\ub0c5\ub2c8\ub2e4.<\/p>\n\n\n<h4 class=\"wp-block-heading\" id=\"blog-spam\"><strong>\ube14\ub85c\uadf8 \uc2a4\ud338<\/strong><\/h4>\n\n\n<p>\ube14\ub85c\uadf8\ub294 \uc0ac\ub78c\ub4e4\uc774 \uac10\uc815\uc744 \ud45c\ud604\ud558\uace0 \uc815\ubcf4\ub97c \uacf5\uc720\ud558\uba70 \uc11c\ub85c \uc18c\ud1b5\ud558\ub294 \ud50c\ub7ab\ud3fc\uc785\ub2c8\ub2e4. \uc778\uae30\uac00 \ub192\uc544\uc9d0\uc5d0 \ub530\ub77c \ube14\ub85c\uadf8\ub294 \uc774\uc81c \ube14\ub85c\uadf8 \uac80\uc0c9 \uc5d4\uc9c4 \ud2b8\ub798\ud53d\uc744 \uc720\ub3c4\ud558\uac70\ub098 \ud64d\ubcf4 \ubaa9\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc720\ud615\uc758 \ube14\ub85c\uadf8\ub97c \uc2a4\ud50c\ub85c\uadf8\ub77c\uace0 \ud569\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \ub300\ubd80\ubd84\uc758 \uae30\uc874 \uc2a4\ud50c\ub85c\uadf8 \ud0d0\uc9c0 \uae30\uc220\uc740 \ucf58\ud150\uce20 \uae30\ubc18\uc73c\ub85c, \ube14\ub85c\uadf8\uc758 \ub3d9\uc801 \ud2b9\uc131 \ub54c\ubb38\uc5d0 \ub35c \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ud604\uc7ac \uc2a4\ud50c\ub85c\uadf8\uc640 \uc2f8\uc6b0\uae30 \uc704\ud574 \uc138 \uac00\uc9c0 \uc2a4\ud338 \ubc29\uc9c0 \uae30\uc220\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\uacb0\uc815\ub860\uc801 \uc811\uadfc \ubc29\uc2dd\uc744 \uc0ac\uc6a9\ud558\ub294 \ud0d0\uc9c0 \uae30\ubc18 \uae30\uc220\uc740 60% \uc774\uc0c1\uc758 \ud0d0\uc9c0 \uc815\ud655\ub3c4\ub97c \uac00\uc9c4 Technorati Queries \ub370\uc774\ud130 \uc138\ud2b8\uc640 \ud568\uaed8 \uc791\ub3d9\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc18c\uc15c \ub124\ud2b8\uc6cc\ud06c\uc758 \ub313\uae00\uc744 \ud1b5\ud574 \uc791\ub3d9\ud558\ub294 \ubd84\ub958 \uae30\ubc18 \uae30\uc220\uc740 60% \uc774\uc0c1\uc758 \ud0d0\uc9c0 \uc815\ud655\ub3c4\ub97c \uac00\uc9d1\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc0c1\uc5c5 \ube14\ub85c\uadf8 \uc0ac\uc774\ud2b8\uc758 \uac8c\uc2dc\ubb3c\uc744 \uc0ac\uc6a9\ud558\uc5ec \uadf8\ub8f9\ud654\ub41c \uc18c\uc15c \uadf8\ub798\ud504\ub97c \uc0ac\uc6a9\ud558\ub294 \ud0d0\uc9c0 \uae30\ubc18 \uae30\uc220. \uc774 \uae30\uc220\uc740 \uc2a4\ud338 \ubc1c\uc1a1\uc790\ub97c \ud0d0\uc9c0\ud558\ub294 \ub370 \uac00\uc7a5 \ud6a8\uc728\uc801\uc778 \uac83\uc73c\ub85c \uac04\uc8fc\ub429\ub2c8\ub2e4.<\/li>\n<\/ol>\n\n\n<h4 class=\"wp-block-heading\" id=\"microblog-spam\"><strong>\ub9c8\uc774\ud06c\ub85c\ube14\ub85c\uadf8 \uc2a4\ud338<\/strong><\/h4>\n\n\n<p>\ub9c8\uc774\ud06c\ub85c\ube14\ub85c\uadf8 \uc2a4\ud338\uc740 \ud2b8\uc704\ud130\uc640 \uac19\uc740 \ub9c8\uc774\ud06c\ub85c\ube14\ub85c\uae45 \ud50c\ub7ab\ud3fc\uc5d0\uc11c\uc758 \uc2a4\ud338\uc744 \uc758\ubbf8\ud558\uba70, \ud2b8\uc717 \ud06c\uae30\uc5d0 \uc81c\ud55c\uc774 \uc788\uc2b5\ub2c8\ub2e4. \ub9c8\uc774\ud06c\ub85c\ube14\ub85c\uadf8 \uc2a4\ud338\uc744 \ud0d0\uc9c0\ud558\uae30 \uc704\ud574 \uc5ec\ub7ec \uac00\uc9c0 \uae30\uc220\uc774 \uc788\uc73c\uba70, \uadf8 \uc911\uc5d0\ub294:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\uc0ac\ub840\ub97c \uc5f0\uad6c\ud558\uc5ec \uc2a4\ud338\uc744 \uc2dd\ubcc4\ud558\ub294 \uacb0\uc815\ub860\uc801 \uc811\uadfc \ubc29\uc2dd\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc18c\uc15c \ud5c8\ub2c8\ud31f \ud504\ub808\uc784\uc6cc\ud06c\uc5d0 \ucd08\uc810\uc744 \ub9de\ucd98 \ubd84\ub958 \uae30\ubc18 \uc811\uadfc \ubc29\uc2dd\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>Collusion Rank \ubc0f PageRank\uc5d0 \ucd08\uc810\uc744 \ub9de\ucd98 \uc800\ud558 \uae30\uc220\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ol>\n\n\n\n<p>\uc0ac\ub840 \uc5f0\uad6c\uc640 \ubd84\ub958\ub97c \uacb0\ud569\ud55c \uc2a4\ud338 \ubc29\uc9c0 \uae30\uc220\ub3c4 \uc788\uc73c\uba70, <a href=\"https:\/\/hal.science\/hal-03200358\/document\" target=\"_blank\" rel=\"noreferrer noopener\">\uc18c\uc15c \uadf8\ub798\ud504 \uae30\ubc18 Mr. SPA<\/a>, \uc2a4\ud338 \ucea0\ud398\uc778\uc758 \ud074\ub7ec\uc2a4\ud130\ub9c1 \ubc0f RF \ubd84\ub958\uae30\ub97c \uc0ac\uc6a9\ud55c \ub77c\ubca8\ub9c1, \uadf8\ub798\ud504 \uc815\uaddc\ud654 \ud56d\uc744 \ud1b5\ud569\ud55c \ub77c\uc18c \uacf5\uc2dd\ud654, \uc870\uc815\ub41c \uae30\ub2a5\uc744 \uc0ac\uc6a9\ud55c \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8 \ubd84\ub958, \uc815\uc758\ub41c \uae30\ub2a5\uc744 \uc0ac\uc6a9\ud55c ELM \uae30\ubc18 \ubd84\ub958\uae30 \ub4f1\uc758 \uae30\uc220\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<h4 class=\"wp-block-heading\" id=\"bookmarking-spam\"><strong>\ubd81\ub9c8\ud0b9 \uc2a4\ud338<\/strong><\/h4>\n\n\n<p>\uc18c\uc15c \ubd81\ub9c8\ud0b9\uc740 \uc804\ud1b5\uc801\uc778 \ubd81\ub9c8\ud0b9\uc5d0\uc11c \uc0ac\uc6a9\uc790\uac00 \uc6f9\uc0ac\uc774\ud2b8\ub098 \uc6f9 \ud398\uc774\uc9c0\ub97c \ucd94\uac00, \ud3b8\uc9d1 \ub610\ub294 \uc218\uc815\ud558\uc5ec \ub098\uc911\uc5d0 \uc561\uc138\uc2a4\ud560 \uc218 \uc788\ub294 \ud50c\ub7ab\ud3fc\uc73c\ub85c \ubc1c\uc804\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc0ac\uc774\ud2b8\ub294 \uc0ac\uc6a9\uc790\uac00 \ub2e4\uc591\ud55c \uc6f9 \ud398\uc774\uc9c0\ub97c \ubd81\ub9c8\ud06c\ud558\uace0 \uae30\uc0ac, \uc774\ubbf8\uc9c0 \ubc0f \ube44\ub514\uc624\uc5d0 \ub300\ud55c \uc758\uacac\uc744 \uacf5\uc720\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \ub9ce\uc740 \uc6f9\uc0ac\uc774\ud2b8 \uc18c\uc720\uc790\ub294 \ud765\ubbf8\ub85c\uc6b4 \uae30\uc0ac\ub97c \uac80\uc0c9\ud558\uace0 \ub9c1\ud06c\ub97c \ud3ec\ud568\ud558\uae30 \uc704\ud574 \uc18c\uc15c \ubd81\ub9c8\ud0b9 \uc0ac\uc774\ud2b8\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc774\ub294 \uc2a4\ud338 \ubc1c\uc1a1\uc790\uac00 \ub9e4\ub825\uc801\uc778 \uc2a4\ud338 \ubd81\ub9c8\ud06c\ub97c \ub9cc\ub4e4\uc5b4 \uc544\ubb34\uac83\ub3c4 \ubaa8\ub974\ub294 \uc0ac\uc6a9\uc790\uac00 \uc120\ud0dd\ud558\uac8c \ud568\uc73c\ub85c\uc368 \uc6f9\uc0ac\uc774\ud2b8\ub97c \uc2a4\ud338 \ubc1c\uc1a1\uc790\uc5d0\uac8c \ub178\ucd9c\uc2dc\ud0b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ubd81\ub9c8\ud0b9 \uc2a4\ud338\uc744 \ubc29\uc9c0\ud558\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \uc2a4\ud338 \ubc29\uc9c0 \uae30\uc220\uc774 \uc788\uc73c\uba70, \uadf8 \uc911\uc5d0\ub294:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\uc790\uae30 \uc870\uc9c1\ud654 \uc9c0\ub3c4(SOM) \ud074\ub7ec\uc2a4\ud130\ub9c1 \ubc0f \uc5f0\uad00 \ubc1c\uacac\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \ud074\ub7ec\uc2a4\ud130\ub9c1 \ubc0f \ubd84\ub958 \uae30\uc220\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ud655\ub960\uc801 \ud2b9\uc9d5 \ucd94\ucd9c \ubc0f \uc9d1\uacc4\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uae30\ub2a5 \ucd94\ucd9c\uc744 \uc704\ud55c GraphLab Create \ubc0f \ud655\ub960\uc801 \uc18c\ud504\ud2b8 \ub85c\uc9c1\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ubd84\ub958\ub97c \uc704\ud55c \uadf8\ub798\ub514\uc5b8\ud2b8 \ubd80\uc2a4\ud2f0\ub4dc \uacb0\uc815 \ud2b8\ub9ac \ubd84\ub958\uae30\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ol>\n\n\n<h4 class=\"wp-block-heading\" id=\"social-network-spam\"><strong>\uc18c\uc15c \ub124\ud2b8\uc6cc\ud06c \uc2a4\ud338<\/strong><\/h4>\n\n\n<p>\ud604\uc7ac \uc2a4\ud338 \ubc29\uc9c0 \uae30\uc220\uc740 \uc18c\uc15c \ub124\ud2b8\uc6cc\ud06c \uc2a4\ud338 \uc0dd\uc131\uc790\uac00 \ub85c\ubd07\uc784\uc744 \ud655\uc778\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub85c\ubd07\uc740 Displayer, Bragger, Poster, Whisperer\ub85c \uc54c\ub824\uc838 \uc788\uc2b5\ub2c8\ub2e4. \uc18c\uc15c \ub124\ud2b8\uc6cc\ud06c\ub97c \uc704\ud55c \uc2a4\ud338 \ubc29\uc9c0 \uae30\uc220\uc5d0\ub294 \ub2e4\uc74c\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>FF \ube44\uc728: \uce5c\uad6c \uc694\uccad \uc218\uc640 \uae30\uc874 \uce5c\uad6c \uc218\uc758 \ube44\uc728\uc785\ub2c8\ub2e4. <\/li>\n\n\n\n<li>URL \ube44\uc728: \uba54\uc2dc\uc9c0\uc758 URL \uc218\uc640 \ub2e8\uc5b4 \uc218\uc758 \ube44\uc728\uc785\ub2c8\ub2e4. <\/li>\n\n\n\n<li>Friend choice: The similarity between the spammer and the victim\u2019s friend lists. <\/li>\n\n\n\n<li>\ubcf4\ub0b8 \uba54\uc2dc\uc9c0 \uc218: \uc8fc\uc5b4\uc9c4 \uc2dc\uac04 \ub0b4\uc5d0 \uc0ac\uc6a9\uc790\uac00 \ubcf4\ub0b8 \uba54\uc2dc\uc9c0 \uc218\uc785\ub2c8\ub2e4. <\/li>\n\n\n\n<li>\uce5c\uad6c \uc218: \uc0ac\uc6a9\uc790\uac00 \uac00\uc9c4 \uce5c\uad6c \uc218\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p>\uc989, \uc774\ub7ec\ud55c \uae30\uc220\uc740 \uc2a4\ud338 \ubd07 \ubc0f \uc2a4\ud338 \ud504\ub85c\ud544\uacfc \ub7f0\ud0c0\uc784 \ubd84\ub958\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \ubd84\ub958 \uae30\ubc18 \uae30\uc220\uc785\ub2c8\ub2e4. \ud074\ub7ec\uc2a4\ud130\ub9c1 \uae30\uc220\uc740 \uc18c\uc15c \uadf8\ub798\ud504\uc758 \ub9c8\ub974\ucf54\ud504 \ud074\ub7ec\uc2a4\ud130\ub9c1\uc5d0 \ucd08\uc810\uc744 \ub9de\ucd94\uace0 \uc788\uc73c\uba70, <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1110016814000970#:~:text=The%20Self%2DOrganizing%20Map%20(SOM)%20is%20an%20unsupervised%20learning,a%20low%2Ddimensional%20topology%20map.\" target=\"_blank\" rel=\"noreferrer noopener\">SOM \ud559\uc2b5 \uc54c\uace0\ub9ac\uc998<\/a>, \ud0d0\uc9c0 \ubc0f \uc81c\uac70 \uae30\uc220\uc740 \ubd84\ub958 \ud6c4 \uc99d\ubd84 \ud074\ub7ec\uc2a4\ud130\ub9c1\uc744 \uae30\ubc18\uc73c\ub85c \ud569\ub2c8\ub2e4. \ubd84\ub958 \ubc0f \ubaa8\ub2c8\ud130\ub9c1 \uae30\uc220\uc740 \uc18c\uc15c \ub124\ud2b8\uc6cc\ud06c \uae30\ubc18\uc758 \uc18c\uc15c \uc2a4\ud338 \uac00\ub4dc\uc5d0 \ucd08\uc810\uc744 \ub9de\ucd94\uace0 \uc788\uc73c\uba70, \ube44\uc9c0\ub3c4 \ud0d0\uc9c0 \uae30\uc220\uc740 <a href=\"https:\/\/www.openphilanthropy.org\/research\/hits-based-giving\/\" target=\"_blank\" rel=\"noreferrer noopener\">HITS \uae30\ubc18 \ud504\ub808\uc784\uc6cc\ud06c<\/a>.<\/p>\n\n\n<h4 class=\"wp-block-heading\" id=\"review-spam\"><strong>\ub9ac\ubdf0 \uc2a4\ud338<\/strong><\/h4>\n\n\n<p>Review Spam is a type of spam that appears as reviews on various e-commerce websites. Positive reviews can boost a company\u2019s business, but negative reviews can harm it. Some spammers intentionally <a href=\"https:\/\/www.techtarget.com\/whatis\/feature\/How-much-can-a-bad-review-hurt-your-business\" target=\"_blank\" rel=\"noreferrer noopener\">\uc81c\ud488\uc774\ub098 \ud68c\uc0ac\uc758 \ud3c9\ud310\uc744 \uc190\uc0c1\uc2dc\ud0a4\uae30 \uc704\ud574 \ub9ac\ubdf0\ub97c \uac8c\uc2dc\ud569\ub2c8\ub2e4<\/a>, \ub85c\ubd07\ub3c4 \uc774\ub7ec\ud55c \ub9ac\ubdf0\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. 2013\ub144\uc5d0\ub294 \ud569\uc131 \ub9ac\ubdf0\ub97c \uc0dd\uc131\ud558\ub294 \ubaa8\ub378\uc774 \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uae30\uc874 \ubc29\ubc95\uc73c\ub85c \ud0d0\uc9c0\ud558\uae30 \uc5b4\ub824\uc6b4 \uac00\uc9dc \ub9ac\ubdf0\uc640 \uc9c4\uc2e4\ud55c \ub9ac\ubdf0 \uac04\uc758 \uc758\ubbf8 \ud750\ub984 \ucc28\uc774\ub97c \ud0d0\uc9c0\ud558\uae30 \uc704\ud55c \uc0c8\ub85c\uc6b4 \ubc29\uc5b4 \ubc29\ubc95\uc774 \uc81c\uc548\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ud604\uc7ac \ub9ac\ubdf0 \uc2a4\ud338\uc744 \ud0d0\uc9c0\ud558\uae30 \uc704\ud55c \uc5ec\ub7ec \uc2a4\ud338 \ubc29\uc9c0 \uae30\uc220\uc774 \uc788\uc73c\uba70, \uadf8 \uc911\uc5d0\ub294:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc120\ud615 \ucee4\ub110 SVM \ubc0f n-\uadf8\ub7a8 \uae30\ubc18 \ubc29\ubc95\uc5d0 \ucd08\uc810\uc744 \ub9de\ucd98 \ubd84\ub958 \uae30\ubc18 \uae30\uc220\uc774 \uc788\uc2b5\ub2c8\ub2e4. <\/li>\n\n\n\n<li>\uaddc\uce59 \uae30\ubc18 \uae30\uc220\uc774 \uc788\uc2b5\ub2c8\ub2e4. <\/li>\n\n\n\n<li>\uc2dc\uac04 \ubbfc\uac10\uc801 \uae30\ub2a5 \uae30\ubc18 \uae30\uc220\uc774 \uc788\uc2b5\ub2c8\ub2e4. <\/li>\n\n\n\n<li>\ubd84\ub958 \ubc0f \ud074\ub7ec\uc2a4\ud130\ub9c1 \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \uacb0\ud569 \uae30\uc220\uc774 \uc788\uc2b5\ub2c8\ub2e4. <\/li>\n\n\n\n<li>\ud569\uc131 \ub9ac\ubdf0 \uc0dd\uc131 \ubc0f \ubd84\uc11d\uc5d0 \ucd08\uc810\uc744 \ub9de\ucd98 \ubd84\ub958 \uae30\ubc18 \uae30\uc220\uc774 \uc788\uc2b5\ub2c8\ub2e4. <\/li>\n\n\n\n<li>\ub8e8\ud53c \uc2e0\ub150 \uc804\ud30c(LBP) \ub124\ud2b8\uc6cc\ud06c \uae30\ubc18 \uae30\uc220\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n<h4 class=\"wp-block-heading\" id=\"location-search-spam\"><strong>\uc704\uce58 \uac80\uc0c9 \uc2a4\ud338<\/strong><\/h4>\n\n\n<p>\uc0ac\uc774\ubc84 \ubcf4\uc548 \uc5f0\uad6c\uc5d0 \ub530\ub974\uba74, \uc2a4\ud338 \ubc1c\uc1a1\uc790\ub294 \ubb38\uc11c\uc640 \uad00\ub828 \uc5c6\ub294 \ud0dc\uadf8\ub97c \uc5f0\uacb0\ud558\uac70\ub098 \ud2b9\uc815 \uc704\uce58\uc640 \uad00\ub828\ub41c \uc6a9\uc5b4\ub85c \ubb38\uc11c\ub97c \ubb34\uc791\uc704\ub85c \uc8fc\uc785\ud558\uc5ec \uc720\ud6a8\ud55c \uac80\uc0c9 \uc2dc\uc2a4\ud15c\uc5d0 \uce68\ud22c\ud558\uace0 \ubc29\ud574\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 \uc704\uce58 \uae30\ubc18 \uc18c\uc15c \ubd81\ub9c8\ud0b9 \uc6f9\uc0ac\uc774\ud2b8\uc778 Foursquare\uc5d0\uc11c \uc2a4\ud338\uc744 \ud0d0\uc9c0\ud558\uae30 \uc704\ud55c \ubc29\ubc95\ub860\uc774 \uac1c\ubc1c\ub418\uc5c8\uc2b5\ub2c8\ub2e4. Foursquare\ub294 \uc0ac\uc6a9\uc790\uac00 \ub2e4\uc591\ud55c \uc7a5\uc18c\uc640 \uba85\uc18c\uc5d0 \ub300\ud55c \ud301\uc744 \ub0a8\uae38 \uc218 \uc788\uc73c\uba70, \ub2e4\ub978 \uc0ac\uc6a9\uc790\uac00 \uc774\ub97c \uc561\uc138\uc2a4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc2a4\ud338 \ubc1c\uc1a1\uc790\ub294 \ud2b9\uc815 \uc7a5\uc18c\uc5d0 \ub300\ud574 \ubc30\uc6b0\uace0\uc790 \ud558\ub294 \uc0ac\uc6a9\uc790\ub97c \uc624\ub3c4\ud558\ub294 \ube44\uc988\ub2c8\uc2a4 \ud301\uacfc \uac19\uc740 \uad00\ub828 \uc5c6\ub294 \ucf58\ud150\uce20\ub97c \uac8c\uc2dc\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc774 \ubb38\uc11c\ub294 \uc81c\uc548 \uc2a4\ud338 \ubc1c\uc1a1\uc790\ub97c \ubd84\uc11d\ud558\uc5ec \uc2a4\ud338 \uc81c\uc548\uc744 \uac8c\uc2dc\ud558\ub294 \uc0ac\uc6a9\uc790\ub97c \ud0d0\uc9c0\ud558\uae30 \uc704\ud55c \uc790\ub3d9\ud654 \ub3c4\uad6c\ub97c \uac1c\ubc1c\ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud569\ub2c8\ub2e4. \uc704\uce58 \uac80\uc0c9 \uc2a4\ud338 \ubc29\uc9c0 \uae30\uc220\uc740 \ubd84\ub958 \ubc0f \ud074\ub7ec\uc2a4\ud130\ub9c1\uc5d0 \uae30\ubc18\ud558\uba70, \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8 \ubc0f \uacb0\uc815 \ud2b8\ub9ac \uae30\ubc18 \ubd84\ub958\uc5d0 \ucd08\uc810\uc744 \ub9de\ucd94\uace0 \uc788\uc2b5\ub2c8\ub2e4, <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0031320312002117\" target=\"_blank\" rel=\"noreferrer noopener\">EM \ud074\ub7ec\uc2a4\ud130\ub9c1<\/a> \uc744 \uc0ac\uc6a9\ud558\uc5ec \ubc94\uc8fc\ud654\ud558\uace0, \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8 \ubd84\ub958\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n\n\n<h4 class=\"wp-block-heading\" id=\"comment-spam\"><strong>\ub313\uae00 \uc2a4\ud338<\/strong><\/h4>\n\n\n<p>\ub313\uae00 \uc2a4\ud338\uc740 \uc18c\uc15c \ubbf8\ub514\uc5b4 \ud50c\ub7ab\ud3fc, \ud2b9\ud788 YouTube \ubc0f \ub274\uc2a4 \uc0ac\uc774\ud2b8\uc5d0\uc11c \ud754\ud788 \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc0ac\uc774\ubc84 \uacf5\uaca9\uc744 \ubc29\uc9c0\ud558\uae30 \uc704\ud574 YouTube \ud3ec\ub7fc\uc758 \uc2a4\ud338 \ub313\uae00\uc744 \ud544\ud130\ub9c1\ud558\uae30 \uc704\ud55c \ub370\uc774\ud130 \ub9c8\uc774\ub2dd \uc811\uadfc \ubc29\uc2dd\uc774 \uc81c\uc548\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc2a4\ud338 \ud0d0\uc9c0\ub97c \uc704\ud55c \ucf58\ud150\uce20 \ubd84\uc11d\uacfc \ub2ec\ub9ac, \uc774 \uc811\uadfc \ubc29\uc2dd\uc740 \ub313\uae00 \ud589\ub3d9\uc744 \ud65c\uc6a9\ud558\uc5ec \uc2a4\ud338 \ubc1c\uc1a1\uc790\ub97c \uc2dd\ubcc4\ud569\ub2c8\ub2e4. \uc774 \ubc29\ubc95\ub860\uc740 <a href=\"https:\/\/deepai.org\/publication\/mining-user-comment-activity-for-detecting-forum-spammers-in-youtube\" target=\"_blank\" rel=\"noreferrer noopener\">YouTube\u2019s hasSpamHint feature<\/a> \uc0ac\uc6a9\uc790 \ub313\uae00\uc5d0 \uc218\ubc18\ub418\ub294 \uac83\uc744 \ud65c\uc6a9\ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uad00\ub828 \ub2e8\uacc4\uc785\ub2c8\ub2e4:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\uc8fc\uc5b4\uc9c4 \ube44\ub514\uc624\uc5d0 \ub300\ud55c hasSpamHint\ub85c \ud45c\uc2dc\ub41c \ub313\uae00\uc744 \uac80\uc0c9\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc758\uc2ec\ub418\ub294 \uc2a4\ud338 \ub313\uae00 \ub4a4\uc5d0 \uc788\ub294 \uc0ac\uc6a9\uc790 ID\ub97c \ucd94\ucd9c\ud558\uc5ec \uc0ac\uc6a9\uc790 \ub313\uae00 \ud65c\ub3d9\uc5d0 \ub300\ud55c \uc815\ubcf4\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ub313\uae00 \ud14d\uc2a4\ud2b8, \ud0c0\uc784\uc2a4\ud0ec\ud504, \ub313\uae00\uc774 \ub2ec\ub9b0 \ube44\ub514\uc624\uc758 VideoID, \ud1a0\ub860 \ud3ec\ub7fc\uc758 \uc0ac\uc6a9 \ub85c\uadf8\uc5d0\uc11c hasSpamHint \uc774\uc9c4 \ubcc0\uc218\uc758 \uac12\uc744 \ube44\ub86f\ud55c \uc18d\uc131\uc744 \ub3c4\ucd9c\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc0ac\uc6a9\uc790\uc758 \uc2a4\ud338 \uc758\ub3c4\ub97c \ub098\ud0c0\ub0b4\ub294 \ubcc0\uc218\uc758 \uac12\uc744 \uacc4\uc0b0\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc0ac\uc6a9\uc790\uac00 \uc2a4\ud338 \ubc1c\uc1a1\uc790\uc778\uc9c0 \uc5ec\ubd80\ub97c \uc2dd\ubcc4\ud558\uae30 \uc704\ud574 \uc810\uc218\ub97c \ud560\ub2f9\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>Apply a specific rule derived from manual data inspection to mark any user who meets the rule\u2019s conditions (with at least five comments) as a spammer.<\/li>\n<\/ol>\n\n\n\n<p>\uc774 \uc2a4\ud338 \ubc29\uc9c0 \uae30\uc220\uc740 \uaddc\uce59 \uae30\ubc18\uc774\uba70 <a href=\"https:\/\/arxiv.org\/pdf\/2004.13820\" target=\"_blank\" rel=\"noreferrer noopener\">NLP \uc720\ub3c4 \uc8fc\uc81c \uc720\uc0ac\uc131<\/a> \uac8c\uc2dc\ubb3c \ubc0f \ub313\uae00\uc5d0\uc11c \ubd84\ub958 \ud6c4\uc5d0 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n\n\n<h4 class=\"wp-block-heading\" id=\"crossmedia-spam\"><strong>\ud06c\ub85c\uc2a4 \ubbf8\ub514\uc5b4 \uc2a4\ud338<\/strong><\/h4>\n\n\n<p>\ud06c\ub85c\uc2a4 \ubbf8\ub514\uc5b4 \uc2a4\ud338\uc740 \ub2e4\uc591\ud55c \ud50c\ub7ab\ud3fc\uc5d0\uc11c \uc2a4\ud338\uc744 \ud0d0\uc9c0\ud558\ub294 \ub3c5\ud2b9\ud55c \uc2a4\ud338 \ubc29\uc9c0 \ubc29\ubc95\ub860\uc785\ub2c8\ub2e4. \uc774\ub294 \ubaa8\ub4e0 \uc18c\uc15c \ub124\ud2b8\uc6cc\ud06c\uc5d0\uc11c \uc2a4\ud338\uc744 \ube60\ub974\uac8c \uc2dd\ubcc4\ud558\uace0 \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\uc758 \ucc38\uc5ec\ub85c \uc2a4\ud338 \ud0d0\uc9c0 \uc815\ud655\uc131\uc744 \ub192\uc774\ub294 \uac83\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4. \ubaa8\ub4e0 \ud615\ud0dc\uc640 \ud50c\ub7ab\ud3fc\uc758 \uc2a4\ud338\uc5d0 \ub2e8\uc77c \ud6a8\uacfc\uc801\uc778 \uc804\ub7b5\uc744 \uc801\uc6a9\ud560 \uc218\ub294 \uc5c6\uc9c0\ub9cc, \uc774 \uae30\uc220\uc740 \uc18c\uc15c \uc2a4\ud338\uc744 \ud0d0\uc9c0\ud558\uae30 \uc704\ud55c \ud601\uc2e0\uc801\uc778 \ud06c\ub85c\uc2a4 \ud50c\ub7ab\ud3fc \ud504\ub808\uc784\uc6cc\ud06c\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc774 \uae30\uc220\uc740 \uc138 \uac00\uc9c0 \uc8fc\uc694 \uad6c\uc131 \uc694\uc18c\ub85c \ub098\ub269\ub2c8\ub2e4:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\ub9e4\ud551 \ubc0f \uc870\ub9bd\uc740 \ud2b9\uc815 \uc18c\uc15c \ub124\ud2b8\uc6cc\ud06c \uac1d\uccb4\ub97c \ud504\ub808\uc784\uc6cc\ud06c \uc815\uc758 \ud45c\uc900 \ubaa8\ub378\ub85c \ubcc0\ud658\ud558\ub294 \uac83\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc0ac\uc804 \ud544\ud130\ub9c1\uc740 \ube14\ub799\ub9ac\uc2a4\ud2b8, \ud574\uc2f1 \ubc0f \uc720\uc0ac\uc131 \ube44\uad50\ub97c \uae30\ubc18\uc73c\ub85c \ud558\uc5ec \ub4e4\uc5b4\uc624\ub294 \uac1d\uccb4\ub97c \uc54c\ub824\uc9c4 \uc2a4\ud338 \uac1d\uccb4\uc640 \ube44\uad50\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ubd84\ub958\ub294 \ub4e4\uc5b4\uc624\ub294 \uac1d\uccb4 \ubc0f \uad00\ub828 \uac1d\uccb4\ub97c \ubd84\ub958\ud558\uae30 \uc704\ud574 \uc9c0\ub3c4 \uae30\uacc4 \ud559\uc2b5 \uae30\uc220\uc744 \uae30\ubc18\uc73c\ub85c \ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n\n\n<h2 class=\"wp-block-heading\" id=\"conclusion\">\uacb0\ub860\uc801\uc73c\ub85c<\/h2>\n\n\n<p>\uc2a4\ud338\uc740 \uc778\ud130\ub137\uc5d0\uc11c \ub110\ub9ac \ud37c\uc9c4 \ubb38\uc81c\uc774\uba70, \ub2e4\uc591\ud55c \ud50c\ub7ab\ud3fc\uc5d0\uc11c \ub2e4\uc591\ud55c \uc131\uacf5\ub960\ub85c \uc2a4\ud338 \ubc29\uc9c0 \uae30\uc220\uc774 \uac1c\ubc1c\ub418\uace0 \uad6c\ud604\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc740 \ud06c\uac8c \uacb0\uc815\ub860\uc801, \ud655\ub960\ub860\uc801 \ub610\ub294 \uadf8\ub798\ud504 \uae30\ubc18 \uc54c\uace0\ub9ac\uc998\uc73c\ub85c \ub098\ub258\uc9c0\ub9cc, \uac01 \ubc94\uc8fc\uc5d0\ub294 \uc0c1\ub2f9\ud55c \ubcc0\ub3d9\uc774 \uc788\uc2b5\ub2c8\ub2e4. \ud655\ub960\ub860\uc801 \uc811\uadfc \ubc29\uc2dd\uc740 \ud604\ub300 \uae30\uc220\uc5d0\uc11c \uac00\uc7a5 \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\uba70, \uc18c\uc15c \ub124\ud2b8\uc6cc\ud06c\uc758 \ud2b9\uc131\uc774 \ud45c\uc900 \ubb38\uc11c\ub098 \uc6f9 \ud398\uc774\uc9c0\uc640 \ud06c\uac8c \ub2e4\ub974\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc2a4\ud338\uacfc\uc758 \uc2f8\uc6c0\uc740 \ub05d\ub098\uc9c0 \uc54a\ub294 \uac8c\uc784\uc774\uba70, \uc2a4\ud338 \ubc1c\uc1a1\uc790\ub294 \ud0d0\uc9c0\ub97c \ud53c\ud558\uae30 \uc704\ud55c \uc0c8\ub85c\uc6b4 \ubc29\ubc95\uc744 \uac1c\ubc1c\ud569\ub2c8\ub2e4. <\/p>\n\n\n\n<p>\ub530\ub77c\uc11c \uc2a4\ud338\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ubc29\uc9c0\ud558\uae30 \uc704\ud574 \uc9c0\uc18d\uc801\uc778 \uacbd\uacc4\uc640 \uc0c8\ub85c\uc6b4 \uc2a4\ud338 \ubc29\uc9c0 \uae30\uc220\uc758 \uac1c\ubc1c\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>","protected":false},"excerpt":{"rendered":"<p>\uc2a4\ud338\uc774\ub780 \uc774\uba54\uc77c, \uc778\uc2a4\ud134\ud2b8 \uba54\uc2dc\uc9d5, \ube14\ub85c\uadf8, \ub274\uc2a4 \uadf8\ub8f9, \uc18c\uc15c \ubbf8\ub514\uc5b4, \uc6f9 \uac80\uc0c9, \ud734\ub300\ud3f0 \ub4f1\uc744 \ud1b5\ud574 \uc804\uc790\uc801\uc73c\ub85c \uc8fc\uace0\ubc1b\ub294 \uc6d0\uce58 \uc54a\uac70\ub098 \uc6d0\uce58 \uc54a\ub294 \uba54\uc2dc\uc9c0\ub85c \uad11\uace0\uc131 \ubc8c\uae08, \ud53c\uc2f1, \uba40\uc6e8\uc5b4 \ub4f1\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4..... <a class=\"more-link\" href=\"https:\/\/securitybriefing.net\/ko\/%ec%8a%a4%ed%8c%b8\/%ec%86%8c%ec%85%9c-%ec%8a%a4%ed%8c%b8-%ed%83%90%ec%a7%80-%eb%b0%8f-%eb%8c%80%ec%9d%91-%ea%b8%b0%ec%88%a0%ec%9d%98-%ec%b5%9c%ec%8b%a0-%eb%8f%99%ed%96%a5\/\"><span class=\"screen-reader-text\">\uc18c\uc15c \uc2a4\ud338 \ud0d0\uc9c0 \ubc0f \ub300\uc751 \uae30\uc220\uc758 \ucd5c\uadfc \ubc1c\uc804 \ub3d9\ud5a5<\/span> <strong>\uacc4\uc18d \uc77d\uae30<\/strong><\/a><\/p>","protected":false},"author":1,"featured_media":1584,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[28],"tags":[],"class_list":["post-1564","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-spam","entry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Latest Techniques for Detecting and Preventing Social Spam<\/title>\n<meta name=\"description\" content=\"Discover advanced algorithms and collaborative filtering techniques used to combat social spam on various online platforms.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/securitybriefing.net\/ko\/\uc2a4\ud338\/\uc18c\uc15c-\uc2a4\ud338-\ud0d0\uc9c0-\ubc0f-\ub300\uc751-\uae30\uc220\uc758-\ucd5c\uc2e0-\ub3d9\ud5a5\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Latest Techniques for Detecting and Preventing Social Spam\" \/>\n<meta property=\"og:description\" content=\"Discover advanced algorithms and collaborative filtering techniques used to combat social spam on various online platforms.\" \/>\n<meta property=\"og:url\" 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