{"id":1007208,"date":"2026-05-20T19:27:14","date_gmt":"2026-05-20T16:27:14","guid":{"rendered":"https:\/\/iutt.edu.ye\/published-articles\/enhancing-prediction-models-performance-for-breast-cancer-using-smote-technique-2\/"},"modified":"2026-05-20T19:27:14","modified_gmt":"2026-05-20T16:27:14","slug":"enhancing-prediction-models-performance-for-breast-cancer-using-smote-technique-2","status":"publish","type":"published_article","link":"https:\/\/iutt.edu.ye\/ar\/published-articles\/enhancing-prediction-models-performance-for-breast-cancer-using-smote-technique-2\/","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":[48],"department":[],"academic_year":[],"semester":[],"graduate_program":[],"research_area":[],"class_list":["post-1007208","published_article","type-published_article","status-publish","has-post-thumbnail","hentry","faculty-https-lib-iutt-edu-ye-wordpress-iutt-computer-science-and-information-technology"],"acf":[],"yoast_head":"\nEnhancing prediction models' performance for breast cancer using SMOTE technique - 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\/enhancing-prediction-models-performance-for-breast-cancer-using-smote-technique-2\/\" \/>\n<meta property=\"og:locale\" content=\"ar_AR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Enhancing prediction models' performance for breast cancer using SMOTE technique\" \/>\n<meta property=\"og:description\" content=\"\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.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/iutt.edu.ye\/ar\/published-articles\/enhancing-prediction-models-performance-for-breast-cancer-using-smote-technique-2\/\" \/>\n<meta property=\"og:site_name\" content=\"International University of Technology Twintech\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/TWINTECH.UNIVERSITY\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/iutt.edu.ye\\\/ar\\\/published-articles\\\/enhancing-prediction-models-performance-for-breast-cancer-using-smote-technique-2\\\/\",\"url\":\"https:\\\/\\\/iutt.edu.ye\\\/ar\\\/published-articles\\\/enhancing-prediction-models-performance-for-breast-cancer-using-smote-technique-2\\\/\",\"name\":\"Enhancing prediction models' performance for breast cancer using SMOTE technique - 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