{"id":18719,"date":"2023-09-19T10:18:20","date_gmt":"2023-09-19T10:18:20","guid":{"rendered":"https:\/\/cm.qu.edu.iq\/\/?p=18719"},"modified":"2023-09-19T10:18:20","modified_gmt":"2023-09-19T10:18:20","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%d9%86%d9%85%d9%88%d8%b0%d8%ac-%d9%83%d8%b4%d9%81","status":"publish","type":"post","link":"https:\/\/cm.qu.edu.iq\/?p=18719","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(\u0646\u0645\u0648\u0630\u062c \u0643\u0634\u0641 \u0627\u0644\u062a\u0633\u0644\u0644 \u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0625\u0646\u062a\u0631\u0646\u064a\u062a \u0627\u0644\u0623\u0634\u064a\u0627\u0621) \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<p class=\"wp-block-paragraph\">\u0646\u0648\u0642\u0634 \u0637\u0627\u0644\u0628 \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0642\u0627\u0633\u0645 \u0639\u0628\u062f \u0627\u0644\u062d\u0633\u064a\u0646 \u0647\u0627\u062f\u064a \u0639\u0646 \u0631\u0633\u0627\u0644\u062a\u0647 \u0627\u0644\u0645\u0648\u0633\u0648\u0645\u0629 (\u0646\u0645\u0648\u0630\u062c \u0643\u0634\u0641 \u0627\u0644\u062a\u0633\u0644\u0644 \u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0625\u0646\u062a\u0631\u0646\u062a \u0627\u0644\u0623\u0634\u064a\u0627\u0621) \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 \u0641\u064a \u062c\u0627\u0645\u0639\u0629 \u0627\u0644\u0642\u0627\u062f\u0633\u064a\u0629 \u062a\u062d\u062a \u0625\u0634\u0631\u0627\u0641 \u0643\u0644 \u0645\u0646: \u0627\u0644\u0623\u0633\u062a\u0627\u0630 \u0627\u0644\u0645\u0633\u0627\u0639\u062f \u0627\u0644\u062f\u0643\u062a\u0648\u0631\u00a0 \u0639\u0644\u064a \u0633\u0639\u064a\u062f \u062f\u0627\u064a\u0645\u060c \u0648\u0627\u0644\u0645\u062f\u0631\u0633 \u0627\u0644\u062f\u0643\u062a\u0648\u0631 \u0623\u062d\u0645\u062f \u0645\u0647\u062f\u064a \u0645\u062d\u0633\u0646.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u062a\u0647\u062f\u0641 \u0647\u0630\u0647 \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0625\u0644\u0649 \u0628\u0646\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0641\u0639\u0651\u0627\u0644 \u0644\u0643\u0634\u0641 \u0647\u062c\u0645\u0627\u062a \u0627\u0644\u062a\u0633\u0644\u0644 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0627\u0644\u0623\u0634\u064a\u0627\u0621\u060c \u0625\u0644\u0649 \u062c\u0627\u0646\u0628 \u0628\u0646\u0627\u0621 \u0648\u062a\u0646\u0641\u064a\u0630 \u0646\u0645\u0648\u0630\u062c \u062a\u062c\u0645\u064a\u0639 \u0641\u0639\u0651\u0627\u0644 \u0644\u062a\u0642\u0644\u064a\u0644 \u0639\u062f\u0645 \u062a\u0648\u0627\u0632\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0633\u0644\u0644 \u0648\u062a\u0642\u0644\u064a\u0644 \u0639\u062f\u062f \u0627\u0644\u0639\u0646\u0627\u0642\u064a\u062f \u0627\u0644\u0645\u0648\u0644\u062f\u0629 \u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u0644\u0645\u0633\u0647\u0627 \u0628\u0646\u0627\u0621 \u0648\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0639\u0646\u0627\u0642\u064a\u062f \u0627\u0644\u0623\u0643\u062b\u0631 \u062a\u0634\u0627\u0628\u0647\u0627. \u0648\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062a\u062f\u0627\u062e\u0644 \u0627\u0644\u0646\u0627\u062a\u062c \u0639\u0646 \u062a\u0644\u0645\u0633 \u0627\u0644\u062a\u062c\u0645\u0639\u0627\u062a\u060c \u0639\u0646 \u0637\u0631\u064a\u0642 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0634\u0627\u0645\u0644\u0629 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0642\u062a\u0631\u062d \u0648\u0645\u0635\u0646\u0641\u0627\u062a \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629\u060c \u0648\u062a\u0645\u062a \u0645\u0644\u0627\u062d\u0638\u0629 \u062a\u062d\u0633\u0646\u0627 \u0643\u0628\u064a\u0631\u0627 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0645\u0639 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0642\u062a\u0631\u062d\u061b \u0648\u0645\u0646 \u062c\u0627\u0646\u0628 \u0627\u0644\u062f\u0642\u0629 \u0641\u0642\u062f \u062d\u0642\u0642 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0642\u062a\u0631\u062d \u062f\u0642\u0629 \u0639\u0627\u0644\u064a\u0629 \u062a\u0635\u0644 \u0625\u0644\u0649 73.1%\u060c \u0628\u064a\u0646\u0645\u0627 \u062d\u0642\u0642 \u0627\u0644\u0645\u0635\u0646\u0641 KNN 65.14%\u060c \u0648\u0644\u0645\u0635\u0646\u0641 RF \u062d\u0642\u0642 67.42%\u060c \u0648\u0641\u064a \u0627\u0644\u0645\u0635\u0646\u0641 NB \u062d\u0642\u0642 \u062f\u0642\u0629 \u0645\u062a\u0648\u0633\u0637\u0629 55.51%\u060c \u0648\u062d\u0642\u0642 \u0627\u0644\u0645\u0635\u0646\u0641 DT 64.9%.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0623\u0645\u0627 \u0645\u0646 \u062c\u0627\u0646\u0628 \u0627\u0644\u062f\u0642\u0629 \u062a\u0645\u062a \u0645\u0644\u0627\u062d\u0638\u0629 \u0623\u0646 \u0627\u0644\u0645\u0635\u0646\u0641 NB \u062d\u0642\u0642 \u0646\u062a\u0627\u0626\u062c \u0623\u0639\u0644\u0649 \u0645\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0642\u062a\u0631\u062d \u0627\u0644\u0630\u064a \u062d\u0642\u0642 78.81%\u060c \u0628\u064a\u0646\u0645\u0627 \u062d\u0642\u0642 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0642\u062a\u0631\u062d 77.07% \u0644\u0623\u0646 \u0639\u0645\u0644\u064a\u0629 \u062a\u0635\u0646\u064a\u0641 Naive Bayes (NB)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0644\u0646\u0645\u0648\u0630\u062c \u064a\u0641\u0636\u0644 \u0627\u0644\u0637\u0628\u0642\u0629 &#8220;\u0627\u0644\u0639\u0627\u062f\u064a\u0629&#8221; \u0628\u0634\u062f\u0629\u060c \u0641\u0645\u0646 \u0627\u0644\u0645\u0631\u062c\u062d \u0623\u0646 \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u064a\u0639\u0627\u0646\u064a \u0645\u0646 \u0645\u0634\u0643\u0644\u0629 \u0639\u062f\u0645 \u0627\u0644\u062a\u0648\u0627\u0632\u0646 \u0627\u0644\u0637\u0628\u0642\u064a\u060c \u0645\u0645\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 \u0647\u0646\u0627\u0643 \u0627\u0646\u062d\u064a\u0627\u0632\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u062a\u062c\u0627\u0647 \u0627\u0644\u0641\u0626\u0629 &#8220;\u0627\u0644\u0639\u0627\u062f\u064a\u0629&#8221; \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0639\u0645\u0644\u0629 \u0644\u062a\u062f\u0631\u064a\u0628 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c. \u0648\u0641\u064a \u0628\u0642\u064a\u0629 \u0627\u0644\u0645\u0635\u0646\u0641\u0627\u062a \u062d\u0642\u0642\u062a KNN \u0648RF \u0648DT 61.62% \u064866.05% \u064864.75% \u0639\u0644\u0649 \u0627\u0644\u062a\u0648\u0627\u0644\u064a\u061b \u0648\u0645\u0646 \u062c\u0627\u0646\u0628 \u062f\u0631\u062c\u0629 F1- \u062d\u0642\u0642 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0642\u062a\u0631\u062d \u0646\u062a\u0627\u0626\u062c \u0639\u0627\u0644\u064a\u0629 \u062a\u0635\u0644 \u0625\u0644\u0649 69.56%\u060c \u0628\u064a\u0646\u0645\u0627 \u062d\u0642\u0642\u062a \u0627\u0644\u0645\u0635\u0646\u0641\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649 KNN \u0648 RF \u0648 NB \u0648 DT 62.91%\u060c 66.55%\u060c 56.93%\u060c \u0648 64.81% \u0639\u0644\u0649 \u0627\u0644\u062a\u0648\u0627\u0644\u064a.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0642\u0628\u0644\u062a \u0627\u0644\u0631\u0633\u0627\u0644\u0629 \u0628\u062a\u0642\u062f\u064a\u0631 \u0627\u0655\u0645\u062a\u064a\u0627\u0632\u060c \u0645\u0628\u0627\u0631\u0643 \u0644\u0644\u0628\u0627\u062d\u062b\u00a0 \u0648\u0644\u0644\u0645\u0634\u0631\u0641\u064e\u064a\u0646<\/p>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/cm1.qu.edu.iq\/wp-content\/uploads\/sites\/44\/2023\/09\/photo_2023-09-18_12-27-03-2.jpg\"><img decoding=\"async\" data-id=\"18714\" src=\"https:\/\/cm.qu.edu.iq\/\/wp-content\/uploads\/2023\/09\/photo_2023-09-18_12-27-03-2-683x1024.jpg\" alt=\"\" class=\"wp-image-18714\" \/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/cm1.qu.edu.iq\/wp-content\/uploads\/sites\/44\/2023\/09\/photo_2023-09-18_12-27-07.jpg\"><img decoding=\"async\" data-id=\"18715\" src=\"https:\/\/cm.qu.edu.iq\/\/wp-content\/uploads\/2023\/09\/photo_2023-09-18_12-27-07-1024x683.jpg\" alt=\"\" class=\"wp-image-18715\" \/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/cm1.qu.edu.iq\/wp-content\/uploads\/sites\/44\/2023\/09\/photo_2023-09-18_12-27-03.jpg\"><img decoding=\"async\" data-id=\"18716\" src=\"https:\/\/cm.qu.edu.iq\/\/wp-content\/uploads\/2023\/09\/photo_2023-09-18_12-27-03-1024x683.jpg\" alt=\"\" class=\"wp-image-18716\" \/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/cm1.qu.edu.iq\/wp-content\/uploads\/sites\/44\/2023\/09\/photo_2023-09-18_12-27-05.jpg\"><img decoding=\"async\" data-id=\"18717\" src=\"https:\/\/cm.qu.edu.iq\/\/wp-content\/uploads\/2023\/09\/photo_2023-09-18_12-27-05-1024x683.jpg\" alt=\"\" class=\"wp-image-18717\" \/><\/a><\/figure>\n<\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u0646\u0648\u0642\u0634 \u0637\u0627\u0644\u0628 \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0642\u0627\u0633\u0645 \u0639\u0628\u062f \u0627\u0644\u062d\u0633\u064a\u0646 \u0647\u0627\u062f\u064a \u0639\u0646 \u0631\u0633\u0627\u0644\u062a\u0647 \u0627\u0644\u0645\u0648\u0633\u0648\u0645\u0629 (\u0646\u0645\u0648\u0630\u062c \u0643\u0634\u0641 \u0627\u0644\u062a\u0633\u0644\u0644 \u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a 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