{"id":21881,"date":"2024-08-09T21:25:35","date_gmt":"2024-08-09T18:25:35","guid":{"rendered":"https:\/\/cm.qu.edu.iq\/?p=21881"},"modified":"2024-08-09T21:25:36","modified_gmt":"2024-08-09T18:25:36","slug":"%d9%85%d9%86%d8%a7%d9%82%d8%b4%d8%a9-%d8%b1%d8%b3%d8%a7%d9%84%d8%a9-%d9%85%d8%a7%d8%ac%d8%b3%d8%aa%d9%8a%d8%b1-%d8%a8%d8%b9%d9%86%d9%88%d8%a7%d9%86-%d8%a7%d9%84%d9%83%d8%b4%d9%81-%d8%b9%d9%86-%d9%87","status":"publish","type":"post","link":"https:\/\/cm.qu.edu.iq\/?p=21881","title":{"rendered":"\u0645\u0646\u0627\u0642\u0634\u0629 \u0631\u0633\u0627\u0644\u0629 \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0628\u0639\u0646\u0648\u0627\u0646 ( \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0647\u062c\u0645\u0627\u062a \u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u063a\u0627\u0634\u0645\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a ) \u0641\u064a \u0643\u0644\u064a\u0629 \u0639\u0644\u0648\u0645 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0648\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a\/ \u062c\u0627\u0645\u0639\u0629 \u0627\u0644\u0642\u0627\u062f\u0633\u064a\u0629"},"content":{"rendered":"\n

\u062a\u0645\u062a \u0645\u0646\u0627\u0642\u0634\u0629 \u0637\u0627\u0644\u0628 \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 (\u0639\u0627\u0645\u0631 \u0639\u0644\u064a \u062d\u0645\u0632\u0629) \u0639\u0646 \u0631\u0633\u0627\u0644\u062a\u0647 \u0627\u0644\u0645\u0648\u0633\u0648\u0645\u0629
Detecting Brute Force Attacks using Machine Learning
\u0648\u0627\u0644\u0645\u0642\u062f\u0645\u0629 \u0625\u0644\u0649 \u0645\u062c\u0644\u0633 \u0643\u0644\u064a\u0629 \u0639\u0644\u0648\u0645 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0648\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a\u060c \u062a\u062d\u062a \u0625\u0634\u0631\u0627\u0641 \u0627\u0644\u0623\u0633\u062a\u0627\u0630 \u0627\u0644\u0645\u0633\u0627\u0639\u062f \u0627\u0644\u062f\u0643\u062a\u0648\u0631\u0629 \u0631\u0646\u0627 \u062c\u0645\u0639\u0629 \u0633\u0631\u064a\u062d.
\u0648\u062a\u0647\u062f\u0641 \u0627\u0644\u0631\u0633\u0627\u0644\u0629 \u0625\u0644\u0649 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0647\u062c\u0645\u0627\u062a \u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u063a\u0627\u0634\u0645\u0629 \u0639\u0644\u0649 \u0628\u0631\u062a\u0648\u0643\u0648\u0644 Secure Switch Shell (SSH) \u0648\u0628\u0631\u0648\u062a\u0648\u0643\u0648\u0644 \u0646\u0642\u0644 \u0627\u0644\u0645\u0644\u0641\u0627\u062a (FTP)File Transfer Protocol\u060c \u0628\u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u0645\u0646\u0647\u062c\u064a\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0635\u0646\u0641\u0627\u062a \u0645\u0639 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u0641\u062d\u0635 \u0634\u0627\u0645\u0644\u060c \u0625\u0646 \u0647\u062c\u0645\u0627\u062a \u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u063a\u0627\u0634\u0645\u0629 \u062a\u0639\u062f \u0623\u0633\u0644\u0648\u0628\u064b\u0627 \u062e\u0637\u064a\u0631\u064b\u0627 \u064a\u0633\u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0623\u0633\u0645\u0627\u0621 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0648\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0645\u0631\u0648\u0631.<\/p>\n\n\n\n

\u0644\u0642\u062f \u0627\u0642\u062a\u0631\u062d\u062a \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0623\u0646\u0645\u0648\u0630\u062c\u0627 \u0641\u064a \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u064a\u0646: \u0627\u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648 \u0627\u0644\u0623\u0648\u0644 \u0647\u0648 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a (ML)\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 Na\u00efve Bayes (NB)\u060c \u0648K- \u0623\u0642\u0631\u0628 \u0627\u0644\u062c\u064a\u0631\u0627\u0646 (KNN)\u060c \u0648\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a (LR)\u060c \u0648\u0627\u0644\u063a\u0627\u0628\u0627\u062a \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629 (RF)\u060c \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0645\u064a\u064a\u0632\u064a \u0627\u0644\u062e\u0637\u064a (LDA)\u060c \u0648\u0627\u0644\u0633\u062a\u0648\u0643\u0627\u0633\u062a\u064a\u0643 \u0627\u0644\u0646\u0633\u0628 \u0627\u0644\u0645\u062a\u062f\u0631\u062c (SGD)\u060c \u0648\u0634\u062c\u0631\u0629 \u0627\u0644\u0642\u0631\u0627\u0631 (DT)\u060c \u0645\u0639 \u062e\u0637\u0648\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0627\u0644\u0643\u0644\u0627\u0633\u064a\u0643\u064a\u0629.
\u0648\u0641\u064a \u0627\u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648 \u0627\u0644\u062b\u0627\u0646\u064a \u062a\u0645 \u062a\u062d\u0633\u064a\u0646 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0648\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u0635\u0646\u0641 \u0628\u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u062a\u062d\u0633\u064a\u0646 \u0633\u0631\u0628 \u0627\u0644\u062c\u0633\u064a\u0645\u0627\u062a (PSO) \u0625\u0644\u0649 \u062c\u0627\u0646\u0628 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0648\u062a\u0635\u0646\u064a\u0641\u0647\u0627\u060c \u0648\u062a\u0645 \u062a\u062d\u0633\u064a\u0646 \u0633\u0631\u0628 \u0627\u0644\u062c\u0633\u064a\u0645\u0627\u062a (PSO) \u0645\u0639 (DT)\u060c \u0648\u0623\u0638\u0647\u0631\u062a \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u062c\u0631\u064a\u0628\u064a\u0629 \u0641\u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0645\u0642\u062a\u0631\u062d\u0629\u060c \u0648\u0627\u0644\u062a\u064a \u062d\u0642\u0642\u062a \u0646\u0633\u0628\u0629 \u062f\u0642\u0629 \u0639\u0627\u0644\u064a\u0629 \u062a\u0635\u0644 \u0625\u0644\u0649 99.74% \u060c \u0643\u0645\u0627 \u0623\u0646 \u0648\u0642\u062a \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0641\u064a \u0627\u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648 \u0627\u0644\u062b\u0627\u0646\u064a \u0623\u0642\u0644 \u0645\u0646 \u0627\u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648 \u0627\u0644\u0623\u0648\u0644.
\u062a\u0645\u062a \u0627\u0644\u0645\u0646\u0627\u0642\u0634\u0629 \u0627\u0644\u0639\u0644\u0646\u064a\u0629 \u064a\u0648\u0645 \u0627\u0644\u062e\u0645\u064a\u0633 \u0627\u0644\u0645\u0648\u0627\u0641\u0642 \u0662\u0660\u0662\u0664\/\u0668\/\u0668 \u0639\u0644\u0649 \u0642\u0627\u0639\u0629 \u0627\u0644\u062f\u0643\u062a\u0648\u0631 \u0645\u062d\u0645\u062f \u0639\u0628\u0627\u0633 \u0627\u0644\u062c\u0628\u0648\u0631\u064a \u0641\u064a \u0627\u0644\u0643\u0644\u064a\u0629\u060c \u0648\u062a\u0627\u0644\u0641\u062a \u0644\u062c\u0646\u0629 \u0627\u0644\u0645\u0646\u0627\u0642\u0634\u0629 \u0645\u0646:
\u0623.\u062f \u0633\u062d\u0631 \u0639\u0627\u062f\u0644 \u0643\u0627\u0638\u0645 \u062c\u0627\u0645\u0639\u0629 \u0628\u0627\u0628\u0644 \/ \u0643\u0644\u064a\u0629 \u0627\u0644\u0639\u0644\u0648\u0645 \u0644\u0644\u0628\u0646\u0627\u062a
\u0623.\u0645.\u062f \u0639\u0644\u0627\u0621 \u0637\u0639\u064a\u0645\u0629 \u0639\u0628\u062f \u0627\u0644\u0643\u0627\u0638\u0645 \u062c\u0627\u0645\u0639\u0629 \u0627\u0644\u0642\u0627\u062f\u0633\u064a\u0629 \/ \u0643\u0644\u064a\u0629 \u0639\u0644\u0648\u0645 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0648\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a
\u0623.\u0645.\u062f \u0639\u0644\u0627\u0621 \u0639\u0628\u062f\u0627\u0644\u062d\u0633\u064a\u0646 \u062f\u0644\u064a\u062d \u062c\u0627\u0645\u0639\u0629 \u0627\u0644\u0642\u0627\u062f\u0633\u064a\u0629 \/ \u0643\u0644\u064a\u0629 \u0639\u0644\u0648\u0645 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0648\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a
\u0623.\u0645.\u062f \u0631\u0646\u0627 \u062c\u0645\u0639\u0629 \u0633\u0631\u064a\u062d\u060c \u0641\u064a \u0627\u0644\u0625\u0634\u0631\u0627\u0641\/\u062c\u0627\u0645\u0639\u0629 \u0627\u0644\u0642\u0627\u062f\u0633\u064a\u0629\/ \u0643\u0644\u064a\u0629 \u0639\u0644\u0648\u0645 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0648\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a.<\/p>\n\n\n\n

\u0623\u062c\u064a\u0632\u062a \u0627\u0644\u0631\u0633\u0627\u0644\u0629 \u0628\u062a\u0642\u062f\u064a\u0631 \u0625\u0645\u062a\u064a\u0627\u0632\u060c \u0643\u0644 \u0627\u0644\u062a\u0648\u0641\u064a\u0642 \u0644\u0644\u0637\u0627\u0644\u0628\u00a0\u0648\u0644\u0645\u0634\u0631\u0641\u062a\u0647.<\/p>\n\n\n\n

\n
\"\"<\/figure>\n\n\n\n
\"\"<\/figure>\n\n\n\n
\"\"<\/figure>\n<\/figure>\n","protected":false},"excerpt":{"rendered":"

\u062a\u0645\u062a \u0645\u0646\u0627\u0642\u0634\u0629 \u0637\u0627\u0644\u0628 \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 (\u0639\u0627\u0645\u0631 \u0639\u0644\u064a \u062d\u0645\u0632\u0629) \u0639\u0646 \u0631\u0633\u0627\u0644\u062a\u0647 \u0627\u0644\u0645\u0648\u0633\u0648\u0645\u0629Detecting Brute Force Attacks using Machine Learning\u0648\u0627\u0644\u0645\u0642\u062f\u0645\u0629 \u0625\u0644\u0649 \u0645\u062c\u0644\u0633 \u0643\u0644\u064a\u0629 \u0639\u0644\u0648\u0645 … \u0627\u0642\u0631\u0623 \u0623\u0643\u062b\u0631<\/span><\/a><\/p>\n","protected":false},"author":72,"featured_media":21882,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5],"tags":[],"class_list":["post-21881","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-5"],"_links":{"self":[{"href":"https:\/\/cm.qu.edu.iq\/index.php?rest_route=\/wp\/v2\/posts\/21881","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cm.qu.edu.iq\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/cm.qu.edu.iq\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/cm.qu.edu.iq\/index.php?rest_route=\/wp\/v2\/users\/72"}],"replies":[{"embeddable":true,"href":"https:\/\/cm.qu.edu.iq\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=21881"}],"version-history":[{"count":1,"href":"https:\/\/cm.qu.edu.iq\/index.php?rest_route=\/wp\/v2\/posts\/21881\/revisions"}],"predecessor-version":[{"id":21885,"href":"https:\/\/cm.qu.edu.iq\/index.php?rest_route=\/wp\/v2\/posts\/21881\/revisions\/21885"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/cm.qu.edu.iq\/index.php?rest_route=\/wp\/v2\/media\/21882"}],"wp:attachment":[{"href":"https:\/\/cm.qu.edu.iq\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=21881"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cm.qu.edu.iq\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=21881"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cm.qu.edu.iq\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=21881"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}