{"id":7836,"date":"2026-02-05T17:24:50","date_gmt":"2026-02-05T15:24:50","guid":{"rendered":"https:\/\/sci.uob.edu.ly\/ar\/?p=7836"},"modified":"2026-02-05T17:24:50","modified_gmt":"2026-02-05T15:24:50","slug":"comparative-performance-of-expectation-maximization-em-algorithm-variants-for-restricted-linear-mixed-regression-models","status":"publish","type":"post","link":"https:\/\/sci.uob.edu.ly\/ar\/comparative-performance-of-expectation-maximization-em-algorithm-variants-for-restricted-linear-mixed-regression-models\/","title":{"rendered":"\u0623\u062f\u0627\u0621 \u0645\u0642\u0627\u0631\u0646\u0629 \u0644\u0646\u0633\u062e \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u062a\u0648\u0642\u0639 \u2013 \u0627\u0644\u062a\u0646\u0638\u064a\u0645 (EM) \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a \u0627\u0644\u0645\u062e\u062a\u0644\u0637\u0629 \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629"},"content":{"rendered":"<p>\u0634\u0647\u062f \u0645\u0631\u0643\u0632 \u0627\u0644\u0628\u062d\u0648\u062b \u0648\u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u0627\u062a \u0645\u0646\u0627\u0642\u0634\u0629 \u0631\u0633\u0627\u0644\u0629 \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0644\u0643\u0644\u064a\u0629 \u0627\u0644\u0639\u0644\u0648\u0645 \u0628\u062c\u0627\u0645\u0639\u0629 \u0628\u0646\u063a\u0627\u0632\u064a\u060c \u0642\u0633\u0645 \u0627\u0644\u0625\u062d\u0635\u0627\u0621\u060c \u0642\u062f\u0645\u062a\u0647\u0627 \u0627\u0644\u0637\u0627\u0644\u0628\u0629 \u062d\u0641\u0635\u0629 \u062e\u0637\u0627\u0628 \u0645\u062d\u0645\u062f \u0627\u0644\u0642\u0627\u0633\u064a\u060c \u0648\u0630\u0644\u0643 \u0628\u062d\u0636\u0648\u0631 \u0639\u062f\u062f \u0645\u0646 \u0623\u0639\u0636\u0627\u0621 \u0647\u064a\u0626\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0633 \u0648\u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0648\u0627\u0644\u0645\u0647\u062a\u0645\u064a\u0646.<\/p>\n<p>&nbsp;<\/p>\n<p>\u0648\u062c\u0627\u0621\u062a \u0627\u0644\u0631\u0633\u0627\u0644\u0629 \u0628\u0639\u0646\u0648\u0627\u0646:<\/p>\n<p>\u00ab\u0623\u062f\u0627\u0621 \u0645\u0642\u0627\u0631\u0646\u0629 \u0644\u0646\u0633\u062e \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u062a\u0648\u0642\u0639 \u2013 \u0627\u0644\u062a\u0646\u0638\u064a\u0645 (EM) \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a \u0627\u0644\u0645\u062e\u062a\u0644\u0637\u0629 \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629\u00bb\u060c \u062d\u064a\u062b \u062a\u0646\u0627\u0648\u0644\u062a \u0627\u0644\u0637\u0627\u0644\u0628\u0629 \u0641\u064a \u062f\u0631\u0627\u0633\u062a\u0647\u0627 \u0639\u062f\u062f\u064b\u0627 \u0645\u0646 \u0627\u0644\u062c\u0648\u0627\u0646\u0628 \u0627\u0644\u0639\u0644\u0645\u064a\u0629 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647\u0627\u060c \u0645\u0639 \u0627\u0633\u062a\u0639\u0631\u0627\u0636 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627 \u0648\u0641\u0642 \u0645\u0646\u0647\u062c\u064a\u0629 \u0639\u0644\u0645\u064a\u0629 \u062f\u0642\u064a\u0642\u0629.<\/p>\n<p>&nbsp;<\/p>\n<p>\u0648\u062a\u0643\u0648\u0651\u0646\u062a \u0644\u062c\u0646\u0629 \u0627\u0644\u0645\u0646\u0627\u0642\u0634\u0629 \u0645\u0646:<\/p>\n<p>\u2022 \u0627\u0644\u062f\u0643\u062a\u0648\u0631 \u0639\u0628\u062f\u0627\u0644\u0628\u0627\u0633\u0637 \u0639\u0628\u062f \u0627\u0644\u0644\u0647 \u0634\u062d\u0627\u062a \u0645\u0634\u0631\u0641\u064b\u0627\u060c<\/p>\n<p>\u2022 \u0627\u0644\u062f\u0643\u062a\u0648\u0631 \u0646\u0648\u0631\u064a \u062d\u0633\u064a\u0646 \u0633\u0627\u0644\u0645 \u0628\u0633\u0627\u062f\u064a \u0645\u0645\u062a\u062d\u0646\u064b\u0627 \u062f\u0627\u062e\u0644\u064a\u064b\u0627\u060c<\/p>\n<p>\u2022 \u0627\u0644\u062f\u0643\u062a\u0648\u0631\u0629 \u0633\u0627\u0644\u0645\u0629 \u0639\u0645\u0631 \u0628\u0627\u0644\u0639\u064a\u062f \u0639\u0644\u064a (\u0627\u0644\u062c\u0627\u0645\u0639\u0629 \u0627\u0644\u0623\u0633\u0645\u0631\u064a\u0629 \u0627\u0644\u0625\u0633\u0644\u0627\u0645\u064a\u0629) \u0645\u0645\u062a\u062d\u0646\u064b\u0627 \u062e\u0627\u0631\u062c\u064a\u064b\u0627.<\/p>\n<p>&nbsp;<\/p>\n<p>\u0648\u0642\u062f \u0646\u0627\u0642\u0634\u062a \u0627\u0644\u0644\u062c\u0646\u0629 \u0627\u0644\u0631\u0633\u0627\u0644\u0629 \u0645\u0646\u0627\u0642\u0634\u0629 \u0639\u0644\u0645\u064a\u0629 \u0645\u0633\u062a\u0641\u064a\u0636\u0629\u060c \u0623\u0628\u062f\u062a \u062e\u0644\u0627\u0644\u0647\u0627 \u0645\u0644\u0627\u062d\u0638\u0627\u062a\u0647\u0627 \u0627\u0644\u0639\u0644\u0645\u064a\u0629 \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0629\u060c \u0648\u0623\u0634\u0627\u062f\u062a \u0628\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062c\u0647\u062f \u0627\u0644\u0645\u0628\u0630\u0648\u0644 \u0641\u064a \u0625\u0639\u062f\u0627\u062f \u0627\u0644\u0631\u0633\u0627\u0644\u0629 \u0648\u0628\u0623\u0647\u0645\u064a\u0629 \u0627\u0644\u0645\u0648\u0636\u0648\u0639 \u0627\u0644\u0645\u0637\u0631\u0648\u062d \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0621 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647 \u0627\u0644\u0628\u062d\u062b\u064a\u0629.<\/p>\n<p>&nbsp;<\/p>\n<p>\u0648\u0641\u064a \u062e\u062a\u0627\u0645 \u0627\u0644\u062c\u0644\u0633\u0629\u060c \u0642\u0631\u0631\u062a \u0627\u0644\u0644\u062c\u0646\u0629 \u0625\u062c\u0627\u0632\u0629 \u0627\u0644\u0631\u0633\u0627\u0644\u0629\u060c \u0645\u062b\u0646\u064a\u0629 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0637\u0627\u0644\u0628\u0629 \u0627\u0644\u0639\u0644\u0645\u064a\u060c \u0648\u0645\u0624\u0643\u062f\u0629 \u0623\u0647\u0645\u064a\u0629 \u0645\u062b\u0644 \u0647\u0630\u0647 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0641\u064a \u062f\u0639\u0645 \u0645\u0633\u064a\u0631\u0629 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0639\u0644\u0645\u064a \u0628\u0643\u0644\u064a\u0629 \u0627\u0644\u0639\u0644\u0648\u0645 \u0648\u062c\u0627\u0645\u0639\u0629 \u0628\u0646\u063a\u0627\u0632\u064a.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0623\u062f\u0627\u0621 \u0645\u0642\u0627\u0631\u0646\u0629 \u0644\u0646\u0633\u062e \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0627\u0644\u062a\u0648\u0642\u0639 \u2013 \u0627\u0644\u062a\u0646\u0638\u064a\u0645 (EM) \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a \u0627\u0644\u0645\u062e\u062a\u0644\u0637\u0629 \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629<\/p>\n","protected":false},"author":37,"featured_media":7837,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":""},"categories":[6,48,137],"tags":[],"acf":[],"_links":{"self":[{"href":"https:\/\/sci.uob.edu.ly\/ar\/wp-json\/wp\/v2\/posts\/7836"}],"collection":[{"href":"https:\/\/sci.uob.edu.ly\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sci.uob.edu.ly\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sci.uob.edu.ly\/ar\/wp-json\/wp\/v2\/users\/37"}],"replies":[{"embeddable":true,"href":"https:\/\/sci.uob.edu.ly\/ar\/wp-json\/wp\/v2\/comments?post=7836"}],"version-history":[{"count":1,"href":"https:\/\/sci.uob.edu.ly\/ar\/wp-json\/wp\/v2\/posts\/7836\/revisions"}],"predecessor-version":[{"id":7838,"href":"https:\/\/sci.uob.edu.ly\/ar\/wp-json\/wp\/v2\/posts\/7836\/revisions\/7838"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/sci.uob.edu.ly\/ar\/wp-json\/wp\/v2\/media\/7837"}],"wp:attachment":[{"href":"https:\/\/sci.uob.edu.ly\/ar\/wp-json\/wp\/v2\/media?parent=7836"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sci.uob.edu.ly\/ar\/wp-json\/wp\/v2\/categories?post=7836"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sci.uob.edu.ly\/ar\/wp-json\/wp\/v2\/tags?post=7836"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}