{"id":994684,"date":"2025-12-22T21:28:08","date_gmt":"2025-12-22T21:28:08","guid":{"rendered":"https:\/\/iutt.edu.ye\/published-articles\/optimizing-heart-disease-prediction-models-through-smote-addressing-data-imbalance\/"},"modified":"2026-07-07T12:31:37","modified_gmt":"2026-07-07T09:31:37","slug":"optimizing-heart-disease-prediction-models-through-smote-addressing-data-imbalance","status":"publish","type":"published_article","link":"https:\/\/iutt.edu.ye\/ar\/published-articles\/optimizing-heart-disease-prediction-models-through-smote-addressing-data-imbalance\/","title":{"rendered":"\u062a\u062d\u0633\u064a\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0623\u0645\u0631\u0627\u0636 \u0627\u0644\u0642\u0644\u0628 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 SMOTE: \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u062e\u062a\u0644\u0627\u0644 \u062a\u0648\u0627\u0632\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a"},"content":{"rendered":"

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\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627 \u0648\u062a\u0642\u064a\u064a\u0645 21 \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u0642\u0628\u0644 SMOTE \u0648\u0628\u0639\u062f\u0647\u060c \u0645\u0639 \u062a\u062d\u0644\u064a\u0644 \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0623\u062f\u0627\u0621 (\u0627\u0644\u062f\u0642\u0629\u060c \u0648\u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0625\u064a\u062c\u0627\u0628\u064a\u0629\u060c \u0648\u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639\u060c \u0648F1) \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a (t) \u0644\u0642\u064a\u0627\u0633 \u0627\u0644\u062f\u0644\u0627\u0644\u0629 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0644\u0644\u062a\u062d\u0633\u064a\u0646\u0627\u062a. \u062a\u064f\u0638\u0647\u0631 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u062a\u062d\u0633\u0646\u064b\u0627 \u0630\u0627 \u062f\u0644\u0627\u0644\u0629 \u0641\u064a \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0625\u064a\u062c\u0627\u0628\u064a\u0629 \u0648F1 (\u0648\u0623\u062d\u064a\u0627\u0646\u064b\u0627 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639) \u0639\u0646\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 SMOTE\u060c \u0645\u0639 \u062a\u0628\u0627\u064a\u0646 \u0623\u062b\u0631\u0647\u0627 \u0639\u0644\u0649 \u0627\u0644\u062f\u0642\u0629 \u062d\u0633\u0628 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0628\u0634\u0643\u0644 \u0645\u0644\u062d\u0648\u0638 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u062a\u064a Cleveland \u0648Statlog\u060c \u0645\u0627 \u064a\u0639\u0632\u0632 \u062f\u0648\u0631 SMOTE \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0646\u0645\u0627\u0630\u062c \u062a\u0634\u062e\u064a\u0635 \u0623\u0645\u0631\u0627\u0636 \u0627\u0644\u0642\u0644\u0628.<\/p>\n","protected":false},"featured_media":999276,"template":"","faculty":[],"department":[],"academic_year":[],"semester":[],"graduate_program":[],"research_area":[],"class_list":["post-994684","published_article","type-published_article","status-publish","has-post-thumbnail","hentry"],"acf":[],"yoast_head":"\nOptimizing Heart Disease Prediction Models through SMOTE | IUTT<\/title>\n<meta name=\"description\" content=\"Waheeb Baddah et al. optimize heart disease prediction models through SMOTE to effectively address dataset imbalance.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/iutt.edu.ye\/ar\/published-articles\/optimizing-heart-disease-prediction-models-through-smote-addressing-data-imbalance\/\" \/>\n<meta property=\"og:locale\" content=\"ar_AR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" 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