{"id":994687,"date":"2025-12-22T21:28:08","date_gmt":"2025-12-22T21:28:08","guid":{"rendered":"https:\/\/iutt.edu.ye\/published-articles\/iterative-tuning-of-tree-ensemble-based-models-parameters-using-bayesian-optimization-for-breast-cancer-prediction\/"},"modified":"2026-07-07T12:31:41","modified_gmt":"2026-07-07T09:31:41","slug":"iterative-tuning-of-tree-ensemble-based-models-parameters-using-bayesian-optimization-for-breast-cancer-prediction","status":"publish","type":"published_article","link":"https:\/\/iutt.edu.ye\/ar\/published-articles\/iterative-tuning-of-tree-ensemble-based-models-parameters-using-bayesian-optimization-for-breast-cancer-prediction\/","title":{"rendered":"\u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062a\u0643\u0631\u0627\u0631\u064a \u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0646\u0645\u0627\u0630\u062c \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0623\u0634\u062c\u0627\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0628\u0627\u064a\u0632\u064a \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0633\u0631\u0637\u0627\u0646 \u0627\u0644\u062b\u062f\u064a"},"content":{"rendered":"<p>\u062a\u0642\u062f\u0645 \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0637\u0631\u064a\u0642\u0629 \u0644\u0644\u0636\u0628\u0637 \u0627\u0644\u062a\u0643\u0631\u0627\u0631\u064a \u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0646\u0645\u0627\u0630\u062c \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0623\u0634\u062c\u0627\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u0628\u0627\u064a\u0632\u064a \u0644\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0641\u064a \u0633\u064a\u0627\u0642 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0633\u0631\u0637\u0627\u0646 \u0627\u0644\u062b\u062f\u064a. \u0627\u0633\u062a\u064f\u062e\u062f\u0645\u062a \u062b\u0644\u0627\u062b \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a (WDBC \u0648SEER \u0648Coimbra) \u0648\u062a\u0645 \u062a\u0637\u0628\u064a\u0642 \u0646\u0645\u0627\u0630\u062c \u062a\u062c\u0645\u064a\u0639 \u0645\u062b\u0644 AdaBoost \u0648GentleBoost \u0648LogitBoost \u0648Bag \u0648RUSBoost\u060c \u0645\u0639 \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u062f\u0627\u0621 \u0639\u0628\u0631 \u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0625\u064a\u062c\u0627\u0628\u064a\u0629 \u0648\u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0648F1. \u0623\u0638\u0647\u0631\u062a \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u062a\u062d\u0633\u0646\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0641\u064a \u0627\u0644\u0623\u062f\u0627\u0621\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u062a\u062d\u0642\u064a\u0642 100% \u0639\u0644\u0649 WDBC\u060c \u0648\u062a\u062d\u0642\u064a\u0642 \u062f\u0642\u0629 95.9% \u0639\u0644\u0649 SEER\u060c \u064894.7% \u0639\u0644\u0649 Coimbra\u060c \u0645\u0627 \u064a\u0624\u0643\u062f \u062c\u062f\u0648\u0649 \u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u0628\u0627\u064a\u0632\u064a \u0627\u0644\u062a\u0643\u0631\u0627\u0631\u064a \u0644\u0631\u0641\u0639 \u062c\u0648\u062f\u0629 \u0627\u0644\u062a\u0646\u0628\u0624 \u0648\u062f\u0639\u0645 \u0627\u0644\u0643\u0634\u0641 \u0627\u0644\u0645\u0628\u0643\u0631.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u062a\u0642\u062f\u0645 \u0627\u0644\u062f\u0631\u0627\u0633\u0629 \u0637\u0631\u064a\u0642\u0629 \u0644\u0644\u0636\u0628\u0637 \u0627\u0644\u062a\u0643\u0631\u0627\u0631\u064a \u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0646\u0645\u0627\u0630\u062c \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0623\u0634\u062c\u0627\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u0628\u0627\u064a\u0632\u064a \u0644\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0641\u064a \u0633\u064a\u0627\u0642 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0633\u0631\u0637\u0627\u0646 \u0627\u0644\u062b\u062f\u064a. \u0627\u0633\u062a\u064f\u062e\u062f\u0645\u062a \u062b\u0644\u0627\u062b \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a (WDBC \u0648SEER \u0648Coimbra) \u0648\u062a\u0645 \u062a\u0637\u0628\u064a\u0642 \u0646\u0645\u0627\u0630\u062c \u062a\u062c\u0645\u064a\u0639 \u0645\u062b\u0644 AdaBoost \u0648GentleBoost \u0648LogitBoost \u0648Bag \u0648RUSBoost\u060c \u0645\u0639 \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u062f\u0627\u0621 \u0639\u0628\u0631 \u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0625\u064a\u062c\u0627\u0628\u064a\u0629 \u0648\u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0648F1. \u0623\u0638\u0647\u0631\u062a \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u062a\u062d\u0633\u0646\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0641\u064a \u0627\u0644\u0623\u062f\u0627\u0621\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u062a\u062d\u0642\u064a\u0642 100% \u0639\u0644\u0649 WDBC\u060c \u0648\u062a\u062d\u0642\u064a\u0642 \u062f\u0642\u0629 95.9% \u0639\u0644\u0649 SEER\u060c \u064894.7% \u0639\u0644\u0649 Coimbra\u060c \u0645\u0627 \u064a\u0624\u0643\u062f \u062c\u062f\u0648\u0649 \u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u0628\u0627\u064a\u0632\u064a \u0627\u0644\u062a\u0643\u0631\u0627\u0631\u064a \u0644\u0631\u0641\u0639 \u062c\u0648\u062f\u0629 \u0627\u0644\u062a\u0646\u0628\u0624 \u0648\u062f\u0639\u0645 \u0627\u0644\u0643\u0634\u0641 \u0627\u0644\u0645\u0628\u0643\u0631.<\/p>\n","protected":false},"featured_media":999276,"template":"","faculty":[],"department":[],"academic_year":[],"semester":[],"graduate_program":[],"research_area":[],"class_list":["post-994687","published_article","type-published_article","status-publish","has-post-thumbnail","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.9 (Yoast SEO v28.0) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Iterative Tuning of Tree-Ensemble-Based Models Parameters | IUTT<\/title>\n<meta name=\"description\" content=\"Ayman Alsabry and Malek Algabri apply Bayesian optimization for the iterative tuning of tree-ensemble-based models parameters.\" \/>\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\/iterative-tuning-of-tree-ensemble-based-models-parameters-using-bayesian-optimization-for-breast-cancer-prediction\/\" \/>\n<meta property=\"og:locale\" content=\"ar_AR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Iterative Tuning of Tree-Ensemble-Based Models Parameters | IUTT\" \/>\n<meta property=\"og:description\" content=\"Read this data science study by Ayman Alsabry &amp; Malek Algabri optimizing tree-ensemble models via Bayesian tuning.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/iutt.edu.ye\/ar\/published-articles\/iterative-tuning-of-tree-ensemble-based-models-parameters-using-bayesian-optimization-for-breast-cancer-prediction\/\" \/>\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 property=\"article:modified_time\" content=\"2026-07-07T09:31:41+00:00\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Iterative Tuning of Tree-Ensemble-Based Models Parameters | IUTT\" \/>\n<meta name=\"twitter:description\" content=\"Read this data science study by Ayman Alsabry &amp; Malek Algabri optimizing tree-ensemble models via Bayesian tuning.\" \/>\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\\\/iterative-tuning-of-tree-ensemble-based-models-parameters-using-bayesian-optimization-for-breast-cancer-prediction\\\/\",\"url\":\"https:\\\/\\\/iutt.edu.ye\\\/ar\\\/published-articles\\\/iterative-tuning-of-tree-ensemble-based-models-parameters-using-bayesian-optimization-for-breast-cancer-prediction\\\/\",\"name\":\"Iterative Tuning of Tree-Ensemble-Based Models Parameters | IUTT\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/iutt.edu.ye\\\/ar\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/iutt.edu.ye\\\/ar\\\/published-articles\\\/iterative-tuning-of-tree-ensemble-based-models-parameters-using-bayesian-optimization-for-breast-cancer-prediction\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/iutt.edu.ye\\\/ar\\\/published-articles\\\/iterative-tuning-of-tree-ensemble-based-models-parameters-using-bayesian-optimization-for-breast-cancer-prediction\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/iutt.edu.ye\\\/wp-content\\\/uploads\\\/2026\\\/01\\\/No-posts-found.png\",\"datePublished\":\"2025-12-22T21:28:08+00:00\",\"dateModified\":\"2026-07-07T09:31:41+00:00\",\"description\":\"Ayman Alsabry and Malek Algabri apply Bayesian optimization for the iterative tuning of tree-ensemble-based models parameters.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/iutt.edu.ye\\\/ar\\\/published-articles\\\/iterative-tuning-of-tree-ensemble-based-models-parameters-using-bayesian-optimization-for-breast-cancer-prediction\\\/#breadcrumb\"},\"inLanguage\":\"ar\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/iutt.edu.ye\\\/ar\\\/published-articles\\\/iterative-tuning-of-tree-ensemble-based-models-parameters-using-bayesian-optimization-for-breast-cancer-prediction\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"ar\",\"@id\":\"https:\\\/\\\/iutt.edu.ye\\\/ar\\\/published-articles\\\/iterative-tuning-of-tree-ensemble-based-models-parameters-using-bayesian-optimization-for-breast-cancer-prediction\\\/#primaryimage\",\"url\":\"https:\\\/\\\/iutt.edu.ye\\\/wp-content\\\/uploads\\\/2026\\\/01\\\/No-posts-found.png\",\"contentUrl\":\"https:\\\/\\\/iutt.edu.ye\\\/wp-content\\\/uploads\\\/2026\\\/01\\\/No-posts-found.png\",\"width\":1536,\"height\":1024,\"caption\":\"No posts found\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/iutt.edu.ye\\\/ar\\\/published-articles\\\/iterative-tuning-of-tree-ensemble-based-models-parameters-using-bayesian-optimization-for-breast-cancer-prediction\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/iutt.edu.ye\\\/ar\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Published Articles\",\"item\":\"https:\\\/\\\/iutt.edu.ye\\\/ar\\\/published-articles\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Iterative tuning of tree-ensemble-based models&#8217; parameters using Bayesian optimization for breast cancer prediction\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/iutt.edu.ye\\\/ar\\\/#website\",\"url\":\"https:\\\/\\\/iutt.edu.ye\\\/ar\\\/\",\"name\":\"International University of Technology Twintech\",\"description\":\"Dedicated Theme for Schools, Colleges &amp; Universities\",\"publisher\":{\"@id\":\"https:\\\/\\\/iutt.edu.ye\\\/ar\\\/#organization\"},\"alternateName\":\"IUTT\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/iutt.edu.ye\\\/ar\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ar\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/iutt.edu.ye\\\/ar\\\/#organization\",\"name\":\"International University of Technology Twintech\",\"alternateName\":\"IUTT\",\"url\":\"https:\\\/\\\/iutt.edu.ye\\\/ar\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ar\",\"@id\":\"https:\\\/\\\/iutt.edu.ye\\\/ar\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/iutt.edu.ye\\\/wp-content\\\/uploads\\\/2020\\\/02\\\/iutt-logo-white-bg.webp\",\"contentUrl\":\"https:\\\/\\\/iutt.edu.ye\\\/wp-content\\\/uploads\\\/2020\\\/02\\\/iutt-logo-white-bg.webp\",\"width\":400,\"height\":385,\"caption\":\"International University of Technology Twintech\"},\"image\":{\"@id\":\"https:\\\/\\\/iutt.edu.ye\\\/ar\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/TWINTECH.UNIVERSITY\",\"https:\\\/\\\/www.instagram.com\\\/iutt_yemen\"]}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Iterative Tuning of Tree-Ensemble-Based Models Parameters | IUTT","description":"Ayman Alsabry and Malek Algabri apply Bayesian optimization for the iterative tuning of tree-ensemble-based models parameters.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/iutt.edu.ye\/ar\/published-articles\/iterative-tuning-of-tree-ensemble-based-models-parameters-using-bayesian-optimization-for-breast-cancer-prediction\/","og_locale":"ar_AR","og_type":"article","og_title":"Iterative Tuning of Tree-Ensemble-Based Models Parameters | IUTT","og_description":"Read this data science study by Ayman Alsabry & Malek Algabri optimizing tree-ensemble models via Bayesian tuning.","og_url":"https:\/\/iutt.edu.ye\/ar\/published-articles\/iterative-tuning-of-tree-ensemble-based-models-parameters-using-bayesian-optimization-for-breast-cancer-prediction\/","og_site_name":"International University of Technology Twintech","article_publisher":"https:\/\/www.facebook.com\/TWINTECH.UNIVERSITY","article_modified_time":"2026-07-07T09:31:41+00:00","twitter_card":"summary_large_image","twitter_title":"Iterative Tuning of Tree-Ensemble-Based Models Parameters | IUTT","twitter_description":"Read this data science study by Ayman Alsabry & Malek Algabri optimizing tree-ensemble models via Bayesian tuning.","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/iutt.edu.ye\/ar\/published-articles\/iterative-tuning-of-tree-ensemble-based-models-parameters-using-bayesian-optimization-for-breast-cancer-prediction\/","url":"https:\/\/iutt.edu.ye\/ar\/published-articles\/iterative-tuning-of-tree-ensemble-based-models-parameters-using-bayesian-optimization-for-breast-cancer-prediction\/","name":"Iterative Tuning of Tree-Ensemble-Based Models Parameters | IUTT","isPartOf":{"@id":"https:\/\/iutt.edu.ye\/ar\/#website"},"primaryImageOfPage":{"@id":"https:\/\/iutt.edu.ye\/ar\/published-articles\/iterative-tuning-of-tree-ensemble-based-models-parameters-using-bayesian-optimization-for-breast-cancer-prediction\/#primaryimage"},"image":{"@id":"https:\/\/iutt.edu.ye\/ar\/published-articles\/iterative-tuning-of-tree-ensemble-based-models-parameters-using-bayesian-optimization-for-breast-cancer-prediction\/#primaryimage"},"thumbnailUrl":"https:\/\/iutt.edu.ye\/wp-content\/uploads\/2026\/01\/No-posts-found.png","datePublished":"2025-12-22T21:28:08+00:00","dateModified":"2026-07-07T09:31:41+00:00","description":"Ayman Alsabry and Malek Algabri apply Bayesian optimization for the iterative tuning of tree-ensemble-based models parameters.","breadcrumb":{"@id":"https:\/\/iutt.edu.ye\/ar\/published-articles\/iterative-tuning-of-tree-ensemble-based-models-parameters-using-bayesian-optimization-for-breast-cancer-prediction\/#breadcrumb"},"inLanguage":"ar","potentialAction":[{"@type":"ReadAction","target":["https:\/\/iutt.edu.ye\/ar\/published-articles\/iterative-tuning-of-tree-ensemble-based-models-parameters-using-bayesian-optimization-for-breast-cancer-prediction\/"]}]},{"@type":"ImageObject","inLanguage":"ar","@id":"https:\/\/iutt.edu.ye\/ar\/published-articles\/iterative-tuning-of-tree-ensemble-based-models-parameters-using-bayesian-optimization-for-breast-cancer-prediction\/#primaryimage","url":"https:\/\/iutt.edu.ye\/wp-content\/uploads\/2026\/01\/No-posts-found.png","contentUrl":"https:\/\/iutt.edu.ye\/wp-content\/uploads\/2026\/01\/No-posts-found.png","width":1536,"height":1024,"caption":"No posts found"},{"@type":"BreadcrumbList","@id":"https:\/\/iutt.edu.ye\/ar\/published-articles\/iterative-tuning-of-tree-ensemble-based-models-parameters-using-bayesian-optimization-for-breast-cancer-prediction\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/iutt.edu.ye\/ar\/"},{"@type":"ListItem","position":2,"name":"Published Articles","item":"https:\/\/iutt.edu.ye\/ar\/published-articles\/"},{"@type":"ListItem","position":3,"name":"Iterative tuning of tree-ensemble-based models&#8217; parameters using Bayesian optimization for breast cancer prediction"}]},{"@type":"WebSite","@id":"https:\/\/iutt.edu.ye\/ar\/#website","url":"https:\/\/iutt.edu.ye\/ar\/","name":"International University of Technology Twintech","description":"Dedicated Theme for Schools, Colleges &amp; Universities","publisher":{"@id":"https:\/\/iutt.edu.ye\/ar\/#organization"},"alternateName":"IUTT","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/iutt.edu.ye\/ar\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ar"},{"@type":"Organization","@id":"https:\/\/iutt.edu.ye\/ar\/#organization","name":"International University of Technology Twintech","alternateName":"IUTT","url":"https:\/\/iutt.edu.ye\/ar\/","logo":{"@type":"ImageObject","inLanguage":"ar","@id":"https:\/\/iutt.edu.ye\/ar\/#\/schema\/logo\/image\/","url":"https:\/\/iutt.edu.ye\/wp-content\/uploads\/2020\/02\/iutt-logo-white-bg.webp","contentUrl":"https:\/\/iutt.edu.ye\/wp-content\/uploads\/2020\/02\/iutt-logo-white-bg.webp","width":400,"height":385,"caption":"International University of Technology Twintech"},"image":{"@id":"https:\/\/iutt.edu.ye\/ar\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/TWINTECH.UNIVERSITY","https:\/\/www.instagram.com\/iutt_yemen"]}]}},"_links":{"self":[{"href":"https:\/\/iutt.edu.ye\/ar\/wp-json\/wp\/v2\/published_article\/994687","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/iutt.edu.ye\/ar\/wp-json\/wp\/v2\/published_article"}],"about":[{"href":"https:\/\/iutt.edu.ye\/ar\/wp-json\/wp\/v2\/types\/published_article"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/iutt.edu.ye\/ar\/wp-json\/wp\/v2\/media\/999276"}],"wp:attachment":[{"href":"https:\/\/iutt.edu.ye\/ar\/wp-json\/wp\/v2\/media?parent=994687"}],"wp:term":[{"taxonomy":"faculty","embeddable":true,"href":"https:\/\/iutt.edu.ye\/ar\/wp-json\/wp\/v2\/faculty?post=994687"},{"taxonomy":"department","embeddable":true,"href":"https:\/\/iutt.edu.ye\/ar\/wp-json\/wp\/v2\/department?post=994687"},{"taxonomy":"academic_year","embeddable":true,"href":"https:\/\/iutt.edu.ye\/ar\/wp-json\/wp\/v2\/academic_year?post=994687"},{"taxonomy":"semester","embeddable":true,"href":"https:\/\/iutt.edu.ye\/ar\/wp-json\/wp\/v2\/semester?post=994687"},{"taxonomy":"graduate_program","embeddable":true,"href":"https:\/\/iutt.edu.ye\/ar\/wp-json\/wp\/v2\/graduate_program?post=994687"},{"taxonomy":"research_area","embeddable":true,"href":"https:\/\/iutt.edu.ye\/ar\/wp-json\/wp\/v2\/research_area?post=994687"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}