{"id":43520,"date":"2026-10-05T07:13:56","date_gmt":"2026-10-05T07:13:56","guid":{"rendered":"https:\/\/uomosul.edu.iq\/en\/computerscience\/?p=43520"},"modified":"2026-10-05T07:14:08","modified_gmt":"2026-10-05T07:14:08","slug":"1-762","status":"publish","type":"post","link":"https:\/\/uomosul.edu.iq\/en\/computerscience\/2026\/10\/05\/1-762\/","title":{"rendered":"master\u2019s thesis by &#8221; Noor abd elmunm&#8221; Department of \u00a0Statistics and Informatics"},"content":{"rendered":"<p>master\u2019s thesis by &#8221; Noor abd elmunm&#8221; Department of <strong>\u00a0Statistics and Informatics<\/strong><\/p>\n<p>Discussion of the master\u2019s thesis in the College of Computer Science and Mathematics -Department of (\u00a0 <strong>Statistics and Informatics<\/strong>\u00a0\u00a0 ) entitled:<\/p>\n<p>supervised by \u00a0Dr.<strong> Omar Qusay jasim<\/strong><\/p>\n<p>The thesis addressed the problem of variable selection in high-dimensional data, specifically gene expression data associated with cancer classification.<\/p>\n<p>&nbsp;<\/p>\n<p>The study focused on the application of the Performance-Weighted Resampling-based Combinatorial Variable Selection (PWRCVS) method, integrating selection stability, predictive performance, and variable importance while accounting for inter-variable correlations.<\/p>\n<p>The thesis aimed to develop and evaluate the PWRCVS method for selecting a small, stable subset of variables\u2014while maintaining strong classification performance\u2014and to compare it with traditional selection methods using real-world high-dimensional data.<\/p>\n<p>This thesis achieves the following Sustainable Development Goals:<\/p>\n<p>1: Good Health and Well-being, through the analysis of cancer-related gene expression data.<\/p>\n<p>2: Industry, Innovation, and Infrastructure, through the development of an innovative statistical method for variable selection.<\/p>\n<p>3: Quality Education, through supporting scientific research and advancing knowledge in high-dimensional data analysis.<\/p>\n<p>The discussion committee consists of<\/p>\n<p>Dr. Bashar Abdul-Aziz Majeed(Chairman)<\/p>\n<p>Dr. \u00a0Osama Bashir Shukr (Member)<\/p>\n<p>Dr . Ban Nawzat Ahmed(Member)<\/p>\n<p>Dr.<strong> Omar Qusay jasim<\/strong> \u00a0(Member and Supervisor)<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>master\u2019s thesis by &#8221; Noor abd elmunm&#8221; Department of \u00a0Statistics and Informatics Discussion of the master\u2019s thesis in the College of Computer Science and Mathematics -Department of (\u00a0 Statistics and Informatics\u00a0\u00a0 ) entitled: supervised by \u00a0Dr. Omar Qusay jasim The thesis addressed the problem of variable selection in high-dimensional data, specifically gene expression data associated with cancer classification. &nbsp; The study focused on the application of the Performance-Weighted Resampling-based Combinatorial Variable Selection (PWRCVS) method, integrating selection stability, predictive performance, and variable importance while accounting for inter-variable correlations. The thesis aimed to develop and evaluate the PWRCVS method for selecting a small, <a href=\"https:\/\/uomosul.edu.iq\/en\/computerscience\/2026\/10\/05\/1-762\/\"> [Read More]<\/a><\/p>\n","protected":false},"author":24,"featured_media":43521,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"class_list":["post-43520","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-viva"],"_links":{"self":[{"href":"https:\/\/uomosul.edu.iq\/en\/computerscience\/wp-json\/wp\/v2\/posts\/43520","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/uomosul.edu.iq\/en\/computerscience\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/uomosul.edu.iq\/en\/computerscience\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/uomosul.edu.iq\/en\/computerscience\/wp-json\/wp\/v2\/users\/24"}],"replies":[{"embeddable":true,"href":"https:\/\/uomosul.edu.iq\/en\/computerscience\/wp-json\/wp\/v2\/comments?post=43520"}],"version-history":[{"count":1,"href":"https:\/\/uomosul.edu.iq\/en\/computerscience\/wp-json\/wp\/v2\/posts\/43520\/revisions"}],"predecessor-version":[{"id":43522,"href":"https:\/\/uomosul.edu.iq\/en\/computerscience\/wp-json\/wp\/v2\/posts\/43520\/revisions\/43522"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/uomosul.edu.iq\/en\/computerscience\/wp-json\/wp\/v2\/media\/43521"}],"wp:attachment":[{"href":"https:\/\/uomosul.edu.iq\/en\/computerscience\/wp-json\/wp\/v2\/media?parent=43520"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/uomosul.edu.iq\/en\/computerscience\/wp-json\/wp\/v2\/categories?post=43520"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/uomosul.edu.iq\/en\/computerscience\/wp-json\/wp\/v2\/tags?post=43520"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}