{"id":994691,"date":"2025-12-22T21:28:08","date_gmt":"2025-12-22T21:28:08","guid":{"rendered":"https:\/\/iutt.edu.ye\/published-articles\/enhancing-prediction-models-performance-for-breast-cancer-using-smote-technique\/"},"modified":"2026-07-07T12:31:45","modified_gmt":"2026-07-07T09:31:45","slug":"enhancing-prediction-models-performance-for-breast-cancer-using-smote-technique","status":"publish","type":"published_article","link":"https:\/\/iutt.edu.ye\/ar\/published-articles\/enhancing-prediction-models-performance-for-breast-cancer-using-smote-technique\/","title":{"rendered":"\u062a\u0639\u0632\u064a\u0632 \u0623\u062f\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0633\u0631\u0637\u0627\u0646 \u0627\u0644\u062b\u062f\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0629 SMOTE"},"content":{"rendered":"

\u062a\u0647\u062f\u0641 \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0633\u0631\u0637\u0627\u0646 \u0627\u0644\u062b\u062f\u064a \u0639\u0628\u0631 \u062a\u0642\u0646\u064a\u0629 SMOTE \u0644\u0645\u0648\u0627\u0632\u0646\u0629 \u0628\u064a\u0627\u0646\u0627\u062a Coimbra. \u062a\u0645 \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0623\u062f\u0627\u0621 \u0642\u0628\u0644 \u0627\u0644\u0645\u0648\u0627\u0632\u0646\u0629 \u0648\u0628\u0639\u062f\u0647\u0627\u060c \u0648\u0623\u0638\u0647\u0631\u062a \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u062a\u062d\u0633\u0646\u064b\u0627 \u0641\u064a \u062f\u0642\u0629 \u0646\u0645\u0627\u0630\u062c \u0645\u062a\u0639\u062f\u062f\u0629 (\u0645\u062b\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0634\u062c\u0627\u0631 \u0648SVM \u0648KNN \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u062c\u0645\u064a\u0639\u064a\u0629). \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644 \u062a\u062d\u0633\u0646\u062a \u062f\u0642\u0629 \u0628\u0639\u0636 \u0646\u0645\u0627\u0630\u062c SVM \u0648Bagged Trees \u0648Subspace Discriminant \u0628\u0639\u062f SMOTE\u060c \u0648\u0648\u0635\u0644 \u0646\u0645\u0648\u0630\u062c Optimized LogitBoost \u0625\u0644\u0649 88% \u0628\u0639\u062f SMOTE \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 73.9% \u0642\u0628\u0644\u0647\u0627. \u062a\u0624\u0643\u062f \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0623\u0646 \u0645\u0648\u0627\u0632\u0646\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0631\u0641\u0639 \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646\u0629.<\/p>\n","protected":false},"excerpt":{"rendered":"

\u062a\u0647\u062f\u0641 \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0633\u0631\u0637\u0627\u0646 \u0627\u0644\u062b\u062f\u064a \u0639\u0628\u0631 \u062a\u0642\u0646\u064a\u0629 SMOTE \u0644\u0645\u0648\u0627\u0632\u0646\u0629 \u0628\u064a\u0627\u0646\u0627\u062a Coimbra. \u062a\u0645 \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0623\u062f\u0627\u0621 \u0642\u0628\u0644 \u0627\u0644\u0645\u0648\u0627\u0632\u0646\u0629 \u0648\u0628\u0639\u062f\u0647\u0627\u060c \u0648\u0623\u0638\u0647\u0631\u062a \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u062a\u062d\u0633\u0646\u064b\u0627 \u0641\u064a \u062f\u0642\u0629 \u0646\u0645\u0627\u0630\u062c \u0645\u062a\u0639\u062f\u062f\u0629 (\u0645\u062b\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0634\u062c\u0627\u0631 \u0648SVM \u0648KNN \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u062c\u0645\u064a\u0639\u064a\u0629). \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644 \u062a\u062d\u0633\u0646\u062a \u062f\u0642\u0629 \u0628\u0639\u0636 \u0646\u0645\u0627\u0630\u062c SVM \u0648Bagged Trees \u0648Subspace Discriminant \u0628\u0639\u062f SMOTE\u060c \u0648\u0648\u0635\u0644 \u0646\u0645\u0648\u0630\u062c Optimized LogitBoost \u0625\u0644\u0649 88% \u0628\u0639\u062f SMOTE \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 73.9% \u0642\u0628\u0644\u0647\u0627. \u062a\u0624\u0643\u062f \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0623\u0646 \u0645\u0648\u0627\u0632\u0646\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0631\u0641\u0639 \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u0646\u0629.<\/p>\n","protected":false},"featured_media":999276,"template":"","faculty":[],"department":[],"academic_year":[],"semester":[],"graduate_program":[],"research_area":[],"class_list":["post-994691","published_article","type-published_article","status-publish","has-post-thumbnail","hentry"],"acf":[],"yoast_head":"\nenhancing-prediction-models-performance-breast-cancer-smote<\/title>\n<meta name=\"description\" content=\"Explore this data science paper by Ayman Alsabry et al. leveraging SMOTE to boost breast cancer model performance.\" \/>\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\/enhancing-prediction-models-performance-for-breast-cancer-using-smote-technique\/\" \/>\n<meta property=\"og:locale\" content=\"ar_AR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta 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