{"id":23263,"date":"2026-08-24T22:39:03","date_gmt":"2026-08-24T19:39:03","guid":{"rendered":"https:\/\/cm.qu.edu.iq\/?p=23263"},"modified":"2026-08-24T22:39:03","modified_gmt":"2026-08-24T19:39:03","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%aa%d8%ad%d9%84%d9%8a%d9%84-%d8%a7","status":"publish","type":"post","link":"https:\/\/cm.qu.edu.iq\/?p=23263","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  \u201c\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0627\u0644\u062e\u0628\u064a\u062b\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0644\u0644\u0643\u0634\u0641 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a \u0639\u0646 \u0627\u0644\u062a\u0647\u062f\u064a\u062f\u0627\u062a \u0627\u0644\u0633\u064a\u0628\u0631\u0627\u0646\u064a\u0629\u201d \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":"<p>\u062a\u0645\u062a \u0645\u0646\u0627\u0642\u0634\u0629 \u0631\u0633\u0627\u0644\u0629 \u0637\u0627\u0644\u0628\u0629 \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0646\u0631\u062c\u0633 \u0645\u064a\u062b\u0645 \u062c\u0628\u0627\u0631 \u0639\u0646 \u0631\u0633\u0627\u0644\u062a\u0647\u0627 \u0627\u0644\u0645\u0648\u0633\u0648\u0645\u0629:<\/p>\n<p>Analyzing Malware with Machine Learning Techniques for Automatic Cyber Threat Detection<\/p>\n<p>\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\/\u062c\u0627\u0645\u0639\u0629 \u0627\u0644\u0642\u0627\u062f\u0633\u064a\u0629\u060c \u0628\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 \u0633\u0644\u0648\u0649 \u0634\u0627\u0643\u0631 \u0628\u0639\u064a\u0648\u064a.<\/p>\n<p>\u0648\u062a\u0647\u062f\u0641 \u0627\u0644\u0631\u0633\u0627\u0644\u0629 \u0625\u0644\u0649 \u062a\u0637\u0648\u064a\u0631 \u0646\u0645\u0648\u0630\u062c \u0630\u0643\u064a \u0644\u0644\u0643\u0634\u0641 \u0627\u0644\u0622\u0644\u064a \u0639\u0646 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0627\u0644\u062e\u0628\u064a\u062b\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0628\u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a EMBER 2018\u060c \u0645\u0639 \u062a\u0637\u0628\u064a\u0642 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0645\u0631\u0627\u062d\u0644 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0634\u0645\u0644\u062a \u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0637\u0628\u064a\u0639\u0647\u0627\u060c \u0648\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u062e\u0635\u0627\u0626\u0635\u060c \u0648\u0636\u0628\u0637 \u0639\u062a\u0628\u0629 \u0627\u0644\u062a\u0635\u0646\u064a\u0641\u060c \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0639\u062f\u062f \u0645\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u062c\u0645\u064a\u0639\u064a \u0648\u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0647\u062c\u064a\u0646 Hybrid RF-KNN\u060c \u0628\u0647\u062f\u0641 \u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0627\u0644\u0643\u0634\u0641 \u0648\u062a\u0642\u0644\u064a\u0644 \u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u062a\u0635\u0646\u064a\u0641.<\/p>\n<p>\u0627\u0639\u062a\u0645\u062f\u062a \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a EMBER 2018\u060c \u0648\u0647\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0627\u0645\u0629 \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0645\u0627 \u064a\u0642\u0627\u0631\u0628 1.1 \u0645\u0644\u064a\u0648\u0646 \u0639\u064a\u0646\u0629 \u0645\u0633\u062a\u062e\u0631\u062c\u0629 \u0645\u0646 \u0645\u0644\u0641\u0627\u062a PE\u060c \u0648\u062a\u0645 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0625\u0644\u0649 \u0641\u0626\u062a\u064a\u0646 \u0631\u0626\u064a\u0633\u064a\u062a\u064a\u0646 \u0647\u0645\u0627 Benign (0) \u0648Malicious (1). \u0643\u0645\u0627 \u062a\u0636\u0645\u0646\u062a \u0627\u0644\u0645\u0646\u0647\u062c\u064a\u0629 \u062a\u0642\u0644\u064a\u0644 \u0639\u062f\u062f \u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0645\u0646 552 \u0625\u0644\u0649 35 \u062e\u0627\u0635\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 SelectKBest (ANOVA F-test) \u0648Extra Trees Feature Importance.<\/p>\n<p>\u0648\u062a\u0636\u0645\u0646\u062a \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u062a\u062f\u0631\u064a\u0628 \u0648\u062a\u0642\u064a\u064a\u0645 \u0639\u062f\u062f \u0645\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0645\u0646\u0647\u0627 Random Forest \u0648Extra Trees \u0648XGBoost\u060c \u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 Voting Ensemble \u0648Stacking Ensemble \u0648Hybrid RF-KNN\u060c \u0645\u0639 \u0627\u062e\u062a\u0628\u0627\u0631 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0642\u064a\u0645 \u0627\u0644\u0640Threshold \u0628\u0647\u062f\u0641 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0623\u0641\u0636\u0644 \u0623\u062f\u0627\u0621 \u0641\u064a \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0635\u0646\u064a\u0641.<\/p>\n<p>\u0648\u0623\u0638\u0647\u0631\u062a \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u062c\u0631\u064a\u0628\u064a\u0629 \u0623\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u062d\u0642\u0642\u062a \u0623\u062f\u0627\u0621\u064b \u062c\u064a\u062f\u064b\u0627 \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0627\u0644\u062e\u0628\u064a\u062b\u0629\u060c \u0625\u0630 \u062d\u0642\u0642 \u0643\u0644 \u0645\u0646 Random Forest \u0648Extra Trees \u062f\u0642\u0629 \u0628\u0644\u063a\u062a 97%\u060c \u0628\u064a\u0646\u0645\u0627 \u062d\u0642\u0642 XGBoost \u062f\u0642\u0629 \u0628\u0644\u063a\u062a 92%\u060c \u0648\u062d\u0642\u0642 Voting Ensemble \u062f\u0642\u0629 \u0628\u0644\u063a\u062a 93%. \u0643\u0645\u0627 \u062d\u0642\u0642 \u0643\u0644 \u0645\u0646 Stacking Ensemble \u0648Hybrid RF-KNN \u062f\u0642\u0629 \u0628\u0644\u063a\u062a 97%\u060c \u0645\u0639 \u0648\u0635\u0648\u0644 \u0642\u064a\u0645\u0629 Precision \u0625\u0644\u0649 98%.<\/p>\n<p>\u0643\u0645\u0627 \u062a\u0645\u062a \u0645\u0642\u0627\u0631\u0646\u0629 \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0642\u062a\u0631\u062d \u0645\u0639 \u0639\u062f\u062f \u0645\u0646 \u0627\u0644\u062f\u0631\u0627\u0633\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629 \u0627\u0644\u062a\u064a \u0627\u0633\u062a\u062e\u062f\u0645\u062a \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a EMBER 2018\u060c \u0648\u0623\u0638\u0647\u0631\u062a \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0623\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0642\u062a\u0631\u062d\u0629 \u062d\u0642\u0642\u062a \u0646\u062a\u0627\u0626\u062c \u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0633\u0627\u0628\u0642\u0629.<\/p>\n<p>\u0648\u062a\u0643\u0645\u0646 \u0623\u0647\u0645\u064a\u0629 \u0627\u0644\u0628\u062d\u062b \u0641\u064a \u062a\u0648\u0638\u064a\u0641 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u062c\u0645\u064a\u0639\u064a \u0648\u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0647\u062c\u064a\u0646 \u0644\u062a\u062d\u0633\u064a\u0646 \u0639\u0645\u0644\u064a\u0629 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0627\u0644\u062e\u0628\u064a\u062b\u0629\u060c \u0648\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u063a\u064a\u0631 \u0627\u0644\u0636\u0631\u0648\u0631\u064a\u0629 \u0648\u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u062a\u0635\u0646\u064a\u0641\u060c \u0648\u062a\u0639\u0632\u064a\u0632 \u0642\u062f\u0631\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0627\u0644\u0645\u0644\u0641\u0627\u062a \u0627\u0644\u0633\u0644\u064a\u0645\u0629 \u0648\u0627\u0644\u062e\u0628\u064a\u062b\u0629.<\/p>\n<p>\u0648\u0642\u062f \u062c\u0631\u062a \u0627\u0644\u0645\u0646\u0627\u0642\u0634\u0629 \u0627\u0644\u0639\u0644\u0646\u064a\u0629 \u0641\u064a \u062a\u0645\u0627\u0645 \u0627\u0644\u0633\u0627\u0639\u0629 \u0627\u0644\u062a\u0627\u0633\u0639\u0629 \u0635\u0628\u0627\u062d\u064b\u0627 \u0645\u0646 \u064a\u0648\u0645 \u0627\u0644\u062e\u0645\u064a\u0633 \u0627\u0644\u0645\u0648\u0627\u0641\u0642 20\/8\/2026\u060c \u0648\u0639\u0644\u0649 \u0642\u0627\u0639\u0629 \u0627\u0644\u062f\u0643\u062a\u0648\u0631 \u0645\u062d\u0645\u062f \u0639\u0628\u0627\u0633 \u0641\u064a \u0643\u0644\u064a\u0629 \u0645\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.<\/p>\n<p>\u0648\u0642\u062f \u062a\u0623\u0644\u0641\u062a \u0644\u062c\u0646\u0629 \u0627\u0644\u0645\u0646\u0627\u0642\u0634\u0629 \u0645\u0646:<\/p>\n<p>* \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 \/ \u0631\u0626\u064a\u0633\u064b\u0627.<br \/>\n* \u0623.\u0645.\u062f. \u0623\u0633\u0627\u0645\u0629 \u0639\u0627\u062f\u0644 \u0631\u062d\u064a\u0645 \/ \u062c\u0627\u0645\u0639\u0629 \u0648\u0627\u0633\u0637 \/ \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 \/ \u0639\u0636\u0648\u064b\u0627.<br \/>\n* \u0623.\u0645.\u062f. \u0632\u0647\u0631\u0627\u0621 \u062c\u0641\u0627\u062a \u0639\u0644\u064a\u0648\u064a \/ \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 \/ \u0639\u0636\u0648\u064b\u0627.<br \/>\n* \u0623.\u0645.\u062f. \u0633\u0644\u0648\u0649 \u0634\u0627\u0643\u0631 \u0628\u0639\u064a\u0648\u064a \/ \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 \/ \u0639\u0636\u0648\u064b\u0627 \u0648\u0645\u0634\u0631\u0641\u064b\u0627.<\/p>\n<p>\u0648\u0641\u064a \u062e\u062a\u0627\u0645 \u0627\u0644\u0645\u0646\u0627\u0642\u0634\u0629\u060c \u0623\u064f\u062c\u064a\u0632\u062a \u0627\u0644\u0631\u0633\u0627\u0644\u0629 \u0648\u062d\u0635\u0644\u062a \u0627\u0644\u0637\u0627\u0644\u0628\u0629 \u0639\u0644\u0649 \u062a\u0642\u062f\u064a\u0631 (\u062c\u064a\u062f \u062c\u062f\u064b\u0627)\u060c \u0648\u0633\u0637 \u0625\u0634\u0627\u062f\u0629 \u0627\u0644\u0644\u062c\u0646\u0629 \u0628\u0627\u0644\u062c\u0647\u062f \u0627\u0644\u0639\u0644\u0645\u064a \u0627\u0644\u0645\u0628\u0630\u0648\u0644 \u0648\u0627\u0644\u0645\u0646\u0647\u062c\u064a\u0629 \u0627\u0644\u0645\u0642\u062a\u0631\u062d\u0629 \u0648\u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0645\u062a\u062d\u0642\u0642\u0629.<\/p>\n<p>\u0648\u0628\u0647\u0630\u0647 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629\u060c \u062a\u062a\u0642\u062f\u0645 \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 \u0628\u0627\u0644\u062a\u0647\u0646\u0626\u0629 \u0644\u0644\u0637\u0627\u0644\u0628\u0629 \u0646\u0631\u062c\u0633 \u0645\u064a\u062b\u0645 \u062c\u0628\u0627\u0631 \u0648\u0644\u0645\u0634\u0631\u0641\u062a\u0647\u0627 \u0627\u0644\u0623\u0633\u062a\u0627\u0630 \u0627\u0644\u0645\u0633\u0627\u0639\u062f \u0627\u0644\u062f\u0643\u062a\u0648\u0631 \u0633\u0644\u0648\u0649 \u0634\u0627\u0643\u0631 \u0628\u0639\u064a\u0648\u064a\u060c \u0645\u062a\u0645\u0646\u064a\u0646 \u0644\u0647\u0645\u0627 \u062f\u0648\u0627\u0645 \u0627\u0644\u062a\u0648\u0641\u064a\u0642 \u0648\u0627\u0644\u0646\u062c\u0627\u062d \u0648\u0645\u0632\u064a\u062f\u064b\u0627 \u0645\u0646 \u0627\u0644\u0625\u0646\u062c\u0627\u0632\u0627\u062a \u0627\u0644\u0639\u0644\u0645\u064a\u0629.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-23266\" src=\"https:\/\/cm.qu.edu.iq\/wp-content\/uploads\/sites\/44\/2026\/08\/WhatsApp-Image-2026-08-23-at-3.43.49-PM-300x200.jpeg\" alt=\"\" width=\"300\" height=\"200\" srcset=\"https:\/\/cm.qu.edu.iq\/wp-content\/uploads\/sites\/44\/2026\/08\/WhatsApp-Image-2026-08-23-at-3.43.49-PM-300x200.jpeg 300w, https:\/\/cm.qu.edu.iq\/wp-content\/uploads\/sites\/44\/2026\/08\/WhatsApp-Image-2026-08-23-at-3.43.49-PM-600x400.jpeg 600w, https:\/\/cm.qu.edu.iq\/wp-content\/uploads\/sites\/44\/2026\/08\/WhatsApp-Image-2026-08-23-at-3.43.49-PM-768x512.jpeg 768w, https:\/\/cm.qu.edu.iq\/wp-content\/uploads\/sites\/44\/2026\/08\/WhatsApp-Image-2026-08-23-at-3.43.49-PM.jpeg 1280w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u062a\u0645\u062a \u0645\u0646\u0627\u0642\u0634\u0629 \u0631\u0633\u0627\u0644\u0629 \u0637\u0627\u0644\u0628\u0629 \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0646\u0631\u062c\u0633 \u0645\u064a\u062b\u0645 \u062c\u0628\u0627\u0631 \u0639\u0646 \u0631\u0633\u0627\u0644\u062a\u0647\u0627 \u0627\u0644\u0645\u0648\u0633\u0648\u0645\u0629: Analyzing Malware with Machine Learning Techniques for Automatic Cyber &#8230; <a class=\"cz_readmore cz_readmore_no_icon\" href=\"https:\/\/cm.qu.edu.iq\/?p=23263\"><span>\u0627\u0642\u0631\u0623 \u0623\u0643\u062b\u0631<\/span><\/a><\/p>\n","protected":false},"author":72,"featured_media":23265,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5],"tags":[],"class_list":["post-23263","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\/23263","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=23263"}],"version-history":[{"count":1,"href":"https:\/\/cm.qu.edu.iq\/index.php?rest_route=\/wp\/v2\/posts\/23263\/revisions"}],"predecessor-version":[{"id":23267,"href":"https:\/\/cm.qu.edu.iq\/index.php?rest_route=\/wp\/v2\/posts\/23263\/revisions\/23267"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/cm.qu.edu.iq\/index.php?rest_route=\/wp\/v2\/media\/23265"}],"wp:attachment":[{"href":"https:\/\/cm.qu.edu.iq\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=23263"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cm.qu.edu.iq\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=23263"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cm.qu.edu.iq\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=23263"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}