{"id":2368,"date":"2022-05-12T13:11:42","date_gmt":"2022-05-12T10:11:42","guid":{"rendered":"https:\/\/homs-univ.edu.sy\/rags\/?page_id=2368"},"modified":"2022-05-12T13:11:42","modified_gmt":"2022-05-12T10:11:42","slug":"%d8%a7%d8%b3%d8%aa%d8%ae%d8%af%d8%a7%d9%85-%d8%b7%d8%b1%d8%a7%d8%a6%d9%82-%d8%a7%d9%84%d8%aa%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a2%d9%84%d9%8a-%d9%84%d8%a7%d9%83%d8%aa%d8%b4%d8%a7%d9%81-%d8%a7%d9%84","status":"publish","type":"page","link":"https:\/\/homs-univ.edu.sy\/rags\/%d8%a7%d8%b3%d8%aa%d8%ae%d8%af%d8%a7%d9%85-%d8%b7%d8%b1%d8%a7%d8%a6%d9%82-%d8%a7%d9%84%d8%aa%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a2%d9%84%d9%8a-%d9%84%d8%a7%d9%83%d8%aa%d8%b4%d8%a7%d9%81-%d8%a7%d9%84","title":{"rendered":"\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0637\u0631\u0627\u0626\u0642 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0634\u0630\u0648\u0630 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a"},"content":{"rendered":"<p>\u0627\u0633\u0645 \u0627\u0644\u0628\u0627\u062d\u062b:<\/p>\n<p><strong>\u0627\u0644\u0645\u0647\u0646\u062f\u0633: \u0639\u0644\u064a \u0644\u0624\u064a \u064a\u0627\u0633\u064a\u0646<\/strong><\/p>\n<p>\u0639\u0646\u0648\u0627\u0646 \u0627\u0644\u0628\u062d\u062b:<\/p>\n<p><strong>\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <\/strong><strong>\u0637\u0631\u0627\u0626\u0642 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0634\u0630\u0648\u0630 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong><\/p>\n<p>\u0639\u0646\u0648\u0627\u0646 \u0627\u0644\u0628\u062d\u062b \u0628\u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0627\u0646\u0643\u0644\u064a\u0632\u064a\u0629 :<\/p>\n<p><strong>Using Machine Learning Methods to Detect Anomalies in Datasets<\/strong><\/p>\n<p>\u0627\u0633\u0645 \u0627\u0644\u0645\u0634\u0631\u0641 :<strong>\u00a0\u00a0\u00a0\u00a0 \u0627\u0644\u062f\u0643\u062a\u0648\u0631: \u0643\u0645\u0627\u0644 \u0627\u0644\u0633\u0644\u0648\u0645 <\/strong><strong>\u00a0 \u00a0&#8211; \u0627\u0644\u062f\u0643\u062a\u0648\u0631: \u0648\u0633\u064a\u0645 \u0631\u0645\u0636\u0627\u0646<\/strong><\/p>\n<p>\u0627\u0644\u0639\u0627\u0645:2019<\/p>\n<p>\u0627\u0644\u0642\u0633\u0645:<\/p>\n<p><strong>\u0642\u0633\u0645 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0648\u0646\u0638\u0645 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a<\/strong><\/p>\n<p>\u0627\u0644\u0645\u0644\u062e\u0635:<\/p>\n<p>\u0644\u0627\u0632\u0627\u0644 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629 \u0636\u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0627\u0644\u0642\u0636\u0627\u064a\u0627 \u0627\u0644\u0647\u0627\u0645\u0629 \u0627\u0644\u062a\u064a \u062a\u0648\u0627\u062c\u0647 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0648\u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u0643\u0628\u0631\u0649. \u062d\u064a\u062b \u064a\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u064a \u062a\u0634\u0643\u0644 \u062d\u064a\u0632 \u0643\u0628\u064a\u0631 \u0645\u0646 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0648\u0627\u0644\u062a\u064a \u062a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u0644\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u062f\u0648\u0644\u0627\u0631\u0627\u062a\u060c \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u0641\u0645\u0647\u0645\u0627 \u0643\u0627\u0646 \u062a\u062d\u0633\u064a\u0646 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0634\u0630\u0648\u0630 \u0628\u0633\u064a\u0637\u0627\u064b \u0633\u0648\u0641 \u064a\u064f\u0634\u0643\u0644 \u0627\u0646\u0639\u0643\u0627\u0633\u0627\u064b \u0647\u0627\u0645\u0627\u064b \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u0627\u0644\u064a \u0648\u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a \u0644\u0647\u0630\u0647 \u0627\u0644\u0634\u0631\u0643\u0627\u062a. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0644 \u0636\u0645\u0646 \u0628\u0637\u0627\u0642\u0627\u062a \u0627\u0644\u0627\u0626\u062a\u0645\u0627\u0646\u060c \u0648\u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0623\u0636\u0631\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629 \u0643\u0645\u0634\u0643\u0644\u0629 \u0641\u0648\u0627\u0635\u0644 \u0627\u0644\u0648\u0631\u0642.<\/p>\n<p>\u062a\u064e\u0647\u064e\u062f\u0651\u064f\u0641 \u0647\u0630\u0647 \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0625\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0651\u0645 \u0627\u0644\u0622\u0644\u064a \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0634\u0630\u0648\u0630 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u062d\u0642\u064a\u0642\u064a\u0629 \u063a\u064a\u0631 \u0645\u062a\u0648\u0627\u0632\u0646\u0629\u060c \u0623\u062d\u062f\u0627\u0647\u0627 \u0645\u0623\u062e\u0648\u0630\u0629 \u0645\u0646 \u0623\u062d\u062f \u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u0623\u0645\u064a\u0646 \u0627\u0644\u0623\u0648\u0631\u0628\u064a\u0629\u060c \u0648\u0627\u0644\u0623\u062e\u0631\u0649 \u0645\u0646 \u0645\u0639\u0627\u0645\u0644 \u0635\u0646\u0627\u0639\u0629 \u0627\u0644\u0623\u0648\u0631\u0627\u0642 \u0648\u0623\u062e\u0631\u0649 \u0628\u062d\u062b\u064a\u0629. \u062a\u064e\u0646\u064e\u0627\u0648\u064e\u0644\u064e\u062a\u0652 \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0623\u0647\u0645 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0648\u0627\u062c\u0647 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0634\u0630\u0648\u0630 \u0648\u062a\u062d\u062f\u064a\u062f\u0627\u064b \u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646\u0629 \u0627\u0644\u062a\u064a \u062a\u064f\u0639\u0627\u0646\u064a \u0645\u0646\u0647\u0627 \u0623\u063a\u0644\u0628 \u0637\u0631\u0627\u0626\u0642 \u0627\u0644\u062a\u0639\u0644\u0651\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u062d\u064a\u062b \u064a\u064f\u0645\u0643\u0646 \u0644\u0647\u0630\u0647 \u0627\u0644\u0637\u0631\u0627\u0626\u0642 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0646\u0633\u0628\u0629 \u062a\u0635\u0646\u064a\u0641 \u0639\u0627\u0644\u064a\u0629 \u0628\u062f\u0648\u0646 \u0623\u0646 \u062a\u062a\u0636\u0645\u0646 \u0623\u064a \u0639\u0645\u0644\u064a\u0629 \u062a\u0635\u0646\u064a\u0641 \u062d\u0642\u064a\u0642\u064a\u0629\u060c \u0641\u064a\u0643\u0641\u064a \u0623\u0646 \u062a\u064e\u0639\u0652\u062a\u064e\u0628\u0650\u0631 \u0623\u0646 \u0643\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0637\u0628\u064a\u0639\u064a\u0629.<\/p>\n<p>\u0627\u0650\u0642\u0652\u062a\u064e\u0631\u064e\u062d\u064e\u062a\u0652 \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0634\u0628\u0643\u0629 Autoencoder \u0644\u062d\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u0633\u0627\u0628\u0642\u0629 \u0648\u0647\u064a \u0623\u062d\u062f \u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u0648\u0646\u064a\u0629 \u0627\u0644\u0639\u0645\u064a\u0642\u0629. \u0628\u064a\u0646\u062a \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u062a\u0641\u0648\u0642 \u0634\u0628\u0643\u0629 Autoencoder \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629 \u0627\u0644\u062e\u0641\u064a\u0629 \u063a\u064a\u0631 \u0627\u0644\u062e\u0637\u064a\u0629\u060c \u0648\u0642\u062f\u0631\u062a\u0647\u0627 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646\u0629\u060c \u0648\u0630\u0644\u0643 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0639\u0644\u0651\u0645\u0647\u0627 \u0644\u0646\u0645\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0641\u0642\u0637 \u0648\u0625\u0639\u0627\u062f\u0629 \u0628\u0646\u0627\u0621\u0647\u0627 \u0641\u064a \u0627\u0644\u062e\u0631\u062c\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0641\u0634\u0644 \u0641\u064a \u0630\u0644\u0643 \u0628\u062d\u0627\u0644\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629. \u0643\u0645\u0627 \u062a\u064e\u0645\u0651\u064e \u062e\u0644\u0627\u0644 \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u062a\u062d\u062f\u064a\u062f \u0623\u0641\u0636\u0644 \u0627\u0644\u0628\u0627\u0631\u0627\u0645\u062a\u0631\u0627\u062a \u0644\u0639\u0645\u0644 \u0627\u0644\u0634\u0628\u0643\u0629 \u0628\u0643\u0641\u0627\u0621\u0629 \u0639\u0627\u0644\u064a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062f\u0631\u0627\u0633\u0629 \u0639\u062f\u0629 \u0639\u062a\u0628\u0627\u062a \u0648\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0623\u0641\u0636\u0644 \u0628\u064a\u0646\u0647\u0627. \u0643\u0645\u0627 \u062a\u064e\u0645\u064e\u0651 \u062a\u0642\u064a\u064a\u0645 \u0623\u062f\u0627\u0621 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u0645\u0642\u062a\u0631\u062d\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0645\u0642\u0627\u0631\u0646\u062a\u0647\u0627 \u0645\u0639 \u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0627\u0644\u0645\u0639\u0631\u0648\u0641\u0629 \u0628\u062d\u0627\u062c\u062a\u0647\u0627 \u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0625\u0639\u0627\u062f\u0629 \u062a\u0643\u0648\u064a\u0646 \u0627\u0644\u0639\u064a\u0646\u0627\u062a Resampling \u0644\u062a\u062d\u0642\u064a\u0642 \u062a\u0648\u0627\u0632\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0639\u062f\u0629 \u0645\u0642\u0627\u064a\u064a\u0633 \u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646\u0629 \u0643\u0627\u0644\u062f\u0642\u0629 Precision \u0648\u0627\u0644\u0627\u0633\u062a\u0630\u0643\u0627\u0631 Recall \u0648\u0645\u0635\u0641\u0648\u0641\u0629 \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0643 \u0648\u063a\u064a\u0631\u0647\u0645\u060c \u062d\u064a\u062b \u0648\u0635\u0644\u062a \u0642\u064a\u0645 \u0627\u0644\u062f\u0642\u0629 \u0625\u0644\u0649 98% \u0641\u064a \u062d\u0627\u0644 Autoencoder \u0645\u0642\u0627\u0628\u0644 87% \u0641\u064a \u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u064a\u0633\u062a\u064a.<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0645\u0641\u062a\u0627\u062d\u064a\u0629<\/strong><strong>: <\/strong>\u0627\u0644\u0634\u0630\u0648\u0630\u060c \u0627\u0644\u062a\u0639\u0644\u0651\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0634\u0630\u0648\u0630\u060c \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0634\u0628\u0643\u0629 Autoencoder\u060c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a.<\/p>\n<p><a href=\"https:\/\/homs-univ.edu.sy\/rags\/wp-content\/uploads\/2022\/05\/\u0631\u0633\u0627\u0644\u0629-\u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631-\u0644\u0644\u0637\u0627\u0644\u0628-\u0639\u0644\u064a-\u064a\u0627\u0633\u064a\u0646.zip\">\u0627\u0644\u062a\u062d\u0645\u064a\u0644<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0627\u0633\u0645 \u0627\u0644\u0628\u0627\u062d\u062b: \u0627\u0644\u0645\u0647\u0646\u062f\u0633: \u0639\u0644\u064a \u0644\u0624\u064a \u064a\u0627\u0633\u064a\u0646 \u0639\u0646\u0648\u0627\u0646 \u0627\u0644\u0628\u062d\u062b: \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0637\u0631\u0627\u0626\u0642 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0634\u0630\u0648\u0630 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0646\u0648\u0627\u0646 \u0627\u0644\u0628\u062d\u062b \u0628\u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0627\u0646\u0643\u0644\u064a\u0632\u064a\u0629 : Using Machine Learning Methods to Detect Anomalies in Datasets \u0627\u0633\u0645 \u0627\u0644\u0645\u0634\u0631\u0641 :\u00a0\u00a0\u00a0\u00a0 \u0627\u0644\u062f\u0643\u062a\u0648\u0631: \u0643\u0645\u0627\u0644 \u0627\u0644\u0633\u0644\u0648\u0645 \u00a0 \u00a0&#8211; \u0627\u0644\u062f\u0643\u062a\u0648\u0631: \u0648\u0633\u064a\u0645 \u0631\u0645\u0636\u0627\u0646 \u0627\u0644\u0639\u0627\u0645:2019 \u0627\u0644\u0642\u0633\u0645: \u0642\u0633\u0645 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0648\u0646\u0638\u0645 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0644\u062e\u0635: \u0644\u0627\u0632\u0627\u0644 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0630\u0629 &hellip;<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-2368","page","type-page","status-publish","has-post-thumbnail","hentry"],"_links":{"self":[{"href":"https:\/\/homs-univ.edu.sy\/rags\/wp-json\/wp\/v2\/pages\/2368","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/homs-univ.edu.sy\/rags\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/homs-univ.edu.sy\/rags\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/homs-univ.edu.sy\/rags\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/homs-univ.edu.sy\/rags\/wp-json\/wp\/v2\/comments?post=2368"}],"version-history":[{"count":1,"href":"https:\/\/homs-univ.edu.sy\/rags\/wp-json\/wp\/v2\/pages\/2368\/revisions"}],"predecessor-version":[{"id":2371,"href":"https:\/\/homs-univ.edu.sy\/rags\/wp-json\/wp\/v2\/pages\/2368\/revisions\/2371"}],"wp:attachment":[{"href":"https:\/\/homs-univ.edu.sy\/rags\/wp-json\/wp\/v2\/media?parent=2368"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}