{"id":994675,"date":"2025-12-22T21:28:08","date_gmt":"2025-12-22T21:28:08","guid":{"rendered":"https:\/\/iutt.edu.ye\/published-articles\/improving-breast-cancer-prediction-using-adaptive-synthetic-sampling-a-study-on-the-coimbra-dataset\/"},"modified":"2025-12-22T21:28:08","modified_gmt":"2025-12-22T21:28:08","slug":"improving-breast-cancer-prediction-using-adaptive-synthetic-sampling-a-study-on-the-coimbra-dataset","status":"publish","type":"published_article","link":"https:\/\/iutt.edu.ye\/ar\/published-articles\/improving-breast-cancer-prediction-using-adaptive-synthetic-sampling-a-study-on-the-coimbra-dataset\/","title":{"rendered":"\u062a\u062d\u0633\u064a\u0646 \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 \u0623\u062e\u0630 \u0639\u064a\u0646\u0627\u062a \u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u062a\u0643\u064a\u0641\u064a\u0629 (Adaptive Synthetic Sampling): \u062f\u0631\u0627\u0633\u0629 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0643\u0648\u064a\u0645\u0628\u0631\u0627"},"content":{"rendered":"

\u064a\u064f\u0639\u062f\u0651 \u0639\u062f\u0645 \u062a\u0648\u0627\u0632\u0646 \u0627\u0644\u0641\u0626\u0627\u062a \u062a\u062d\u062f\u064a\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0641\u064a \u062a\u0635\u0646\u064a\u0641 \u0633\u0631\u0637\u0627\u0646 \u0627\u0644\u062b\u062f\u064a\u060c \u0625\u0630 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u0645\u062a\u062d\u064a\u0632\u0629 \u0644\u0635\u0627\u0644\u062d \u0627\u0644\u0641\u0626\u0629 \u0627\u0644\u063a\u0627\u0644\u0628\u0629. \u062a\u0628\u062d\u062b \u0647\u0630\u0647 \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0623\u062b\u0631 \u062a\u0642\u0646\u064a\u0629 \u0623\u062e\u0630 \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0627\u0644\u062a\u0643\u064a\u0641\u064a\u0629 (ADASYN) \u0639\u0644\u0649 \u0623\u062f\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u062a\u0639\u0644\u0645 \u0622\u0644\u064a \u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0633\u0631\u0637\u0627\u0646 \u0627\u0644\u062b\u062f\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u201cCoimbra\u201d. \u062a\u0645 \u062a\u062f\u0631\u064a\u0628 \u0648\u062a\u0642\u064a\u064a\u0645 36 \u0646\u0645\u0648\u0630\u062c\u064b\u0627 (\u0645\u0646\u0647\u0627 \u0623\u0634\u062c\u0627\u0631 \u0627\u0644\u0642\u0631\u0627\u0631 \u0648(SVM) \u0648(KNN) \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0648\u0646\u0645\u0627\u0630\u062c \u062a\u062c\u0645\u064a\u0639\u064a\u0629) \u0642\u0628\u0644 \u062a\u0637\u0628\u064a\u0642 ADASYN \u0648\u0628\u0639\u062f\u0647\u060c \u0645\u0639 \u0627\u0639\u062a\u0645\u0627\u062f \u0627\u0644\u062f\u0642\u0629 \u0643\u0645\u0642\u064a\u0627\u0633 \u0631\u0626\u064a\u0633. \u0623\u0638\u0647\u0631\u062a \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0623\u0646 \u0645\u0648\u0627\u0632\u0646\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062d\u0633\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0628\u0634\u0643\u0644 \u0648\u0627\u0636\u062d\u060c \u0648\u062d\u0642\u0651\u0642 \u0646\u0645\u0648\u0630\u062c Subspace KNN \u0623\u0639\u0644\u0649 \u062f\u0642\u0629 (91.7%) \u0628\u0639\u062f ADASYN\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0631\u0627\u062c\u0639\u062a \u0646\u0645\u0627\u0630\u062c \u0623\u062e\u0631\u0649 \u0645\u062b\u0644 Linear SVM \u0648\u0628\u0639\u0636 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629\u060c \u0645\u0627 \u064a\u0628\u0631\u0632 \u0627\u062e\u062a\u0644\u0627\u0641 \u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0645\u0648\u0627\u0632\u0646\u0629 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0628\u064a\u0646 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a. \u062a\u0624\u0643\u062f \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0623\u0647\u0645\u064a\u0629 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0641\u064a \u0627\u0644\u062a\u0634\u062e\u064a\u0635 \u0627\u0644\u0637\u0628\u064a\u060c \u0648\u062a\u0648\u0635\u064a \u0628\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u062a\u0642\u0646\u064a\u0627\u062a \u0647\u062c\u064a\u0646\u0629 \u0644\u0644\u0645\u0648\u0627\u0632\u0646\u0629 \u0648\u0637\u0631\u0642 \u0627\u062e\u062a\u064a\u0627\u0631 \u0633\u0645\u0627\u062a \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u062a\u0627\u0646\u0629.<\/p>\n","protected":false},"excerpt":{"rendered":"

\u064a\u064f\u0639\u062f\u0651 \u0639\u062f\u0645 \u062a\u0648\u0627\u0632\u0646 \u0627\u0644\u0641\u0626\u0627\u062a \u062a\u062d\u062f\u064a\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0641\u064a \u062a\u0635\u0646\u064a\u0641 \u0633\u0631\u0637\u0627\u0646 \u0627\u0644\u062b\u062f\u064a\u060c \u0625\u0630 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u0645\u062a\u062d\u064a\u0632\u0629 \u0644\u0635\u0627\u0644\u062d \u0627\u0644\u0641\u0626\u0629 \u0627\u0644\u063a\u0627\u0644\u0628\u0629. \u062a\u0628\u062d\u062b \u0647\u0630\u0647 \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0623\u062b\u0631 \u062a\u0642\u0646\u064a\u0629 \u0623\u062e\u0630 \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0627\u0644\u062a\u0643\u064a\u0641\u064a\u0629 (ADASYN) \u0639\u0644\u0649 \u0623\u062f\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u062a\u0639\u0644\u0645 \u0622\u0644\u064a \u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0633\u0631\u0637\u0627\u0646 \u0627\u0644\u062b\u062f\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u201cCoimbra\u201d. \u062a\u0645 \u062a\u062f\u0631\u064a\u0628 \u0648\u062a\u0642\u064a\u064a\u0645 36 \u0646\u0645\u0648\u0630\u062c\u064b\u0627 (\u0645\u0646\u0647\u0627 \u0623\u0634\u062c\u0627\u0631 \u0627\u0644\u0642\u0631\u0627\u0631 \u0648(SVM) \u0648(KNN) \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0648\u0646\u0645\u0627\u0630\u062c \u062a\u062c\u0645\u064a\u0639\u064a\u0629) \u0642\u0628\u0644 \u062a\u0637\u0628\u064a\u0642 ADASYN \u0648\u0628\u0639\u062f\u0647\u060c \u0645\u0639 \u0627\u0639\u062a\u0645\u0627\u062f \u0627\u0644\u062f\u0642\u0629 \u0643\u0645\u0642\u064a\u0627\u0633 \u0631\u0626\u064a\u0633. \u0623\u0638\u0647\u0631\u062a \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0623\u0646 \u0645\u0648\u0627\u0632\u0646\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062d\u0633\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0628\u0634\u0643\u0644 \u0648\u0627\u0636\u062d\u060c \u0648\u062d\u0642\u0651\u0642 \u0646\u0645\u0648\u0630\u062c Subspace KNN \u0623\u0639\u0644\u0649 \u062f\u0642\u0629 (91.7%) \u0628\u0639\u062f ADASYN\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0631\u0627\u062c\u0639\u062a \u0646\u0645\u0627\u0630\u062c \u0623\u062e\u0631\u0649 \u0645\u062b\u0644 Linear SVM \u0648\u0628\u0639\u0636 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629\u060c \u0645\u0627 \u064a\u0628\u0631\u0632 \u0627\u062e\u062a\u0644\u0627\u0641 \u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0645\u0648\u0627\u0632\u0646\u0629 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0628\u064a\u0646 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a. \u062a\u0624\u0643\u062f \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0623\u0647\u0645\u064a\u0629 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0641\u064a \u0627\u0644\u062a\u0634\u062e\u064a\u0635 \u0627\u0644\u0637\u0628\u064a\u060c \u0648\u062a\u0648\u0635\u064a \u0628\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u062a\u0642\u0646\u064a\u0627\u062a \u0647\u062c\u064a\u0646\u0629 \u0644\u0644\u0645\u0648\u0627\u0632\u0646\u0629 \u0648\u0637\u0631\u0642 \u0627\u062e\u062a\u064a\u0627\u0631 \u0633\u0645\u0627\u062a \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u062a\u0627\u0646\u0629.<\/p>\n","protected":false},"featured_media":999276,"template":"","faculty":[],"department":[],"academic_year":[],"semester":[],"graduate_program":[],"research_area":[],"class_list":["post-994675","published_article","type-published_article","status-publish","has-post-thumbnail","hentry"],"acf":[],"yoast_head":"\nImproving Breast Cancer Prediction Using Adaptive Synthetic Sampling: A Study on the Coimbra Dataset - International University of Technology Twintech<\/title>\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\/improving-breast-cancer-prediction-using-adaptive-synthetic-sampling-a-study-on-the-coimbra-dataset\/\" \/>\n<meta property=\"og:locale\" content=\"ar_AR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Improving Breast Cancer Prediction Using Adaptive Synthetic Sampling: A Study on the Coimbra Dataset\" \/>\n<meta property=\"og:description\" content=\"\u064a\u064f\u0639\u062f\u0651 \u0639\u062f\u0645 \u062a\u0648\u0627\u0632\u0646 \u0627\u0644\u0641\u0626\u0627\u062a \u062a\u062d\u062f\u064a\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0641\u064a \u062a\u0635\u0646\u064a\u0641 \u0633\u0631\u0637\u0627\u0646 \u0627\u0644\u062b\u062f\u064a\u060c \u0625\u0630 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u0645\u062a\u062d\u064a\u0632\u0629 \u0644\u0635\u0627\u0644\u062d \u0627\u0644\u0641\u0626\u0629 \u0627\u0644\u063a\u0627\u0644\u0628\u0629. \u062a\u0628\u062d\u062b \u0647\u0630\u0647 \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0623\u062b\u0631 \u062a\u0642\u0646\u064a\u0629 \u0623\u062e\u0630 \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0627\u0644\u062a\u0643\u064a\u0641\u064a\u0629 (ADASYN) \u0639\u0644\u0649 \u0623\u062f\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u062a\u0639\u0644\u0645 \u0622\u0644\u064a \u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0633\u0631\u0637\u0627\u0646 \u0627\u0644\u062b\u062f\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u201cCoimbra\u201d. \u062a\u0645 \u062a\u062f\u0631\u064a\u0628 \u0648\u062a\u0642\u064a\u064a\u0645 36 \u0646\u0645\u0648\u0630\u062c\u064b\u0627 (\u0645\u0646\u0647\u0627 \u0623\u0634\u062c\u0627\u0631 \u0627\u0644\u0642\u0631\u0627\u0631 \u0648(SVM) \u0648(KNN) \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0648\u0646\u0645\u0627\u0630\u062c \u062a\u062c\u0645\u064a\u0639\u064a\u0629) \u0642\u0628\u0644 \u062a\u0637\u0628\u064a\u0642 ADASYN \u0648\u0628\u0639\u062f\u0647\u060c \u0645\u0639 \u0627\u0639\u062a\u0645\u0627\u062f \u0627\u0644\u062f\u0642\u0629 \u0643\u0645\u0642\u064a\u0627\u0633 \u0631\u0626\u064a\u0633. \u0623\u0638\u0647\u0631\u062a \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0623\u0646 \u0645\u0648\u0627\u0632\u0646\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062d\u0633\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0628\u0634\u0643\u0644 \u0648\u0627\u0636\u062d\u060c \u0648\u062d\u0642\u0651\u0642 \u0646\u0645\u0648\u0630\u062c Subspace KNN \u0623\u0639\u0644\u0649 \u062f\u0642\u0629 (91.7%) \u0628\u0639\u062f ADASYN\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0631\u0627\u062c\u0639\u062a \u0646\u0645\u0627\u0630\u062c \u0623\u062e\u0631\u0649 \u0645\u062b\u0644 Linear SVM \u0648\u0628\u0639\u0636 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629\u060c \u0645\u0627 \u064a\u0628\u0631\u0632 \u0627\u062e\u062a\u0644\u0627\u0641 \u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0645\u0648\u0627\u0632\u0646\u0629 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 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