{"id":245517,"date":"2026-10-16T21:09:38","date_gmt":"2026-10-17T02:09:38","guid":{"rendered":"https:\/\/lifeboat.com\/blog\/2026\/10\/identifying-genomic-biomarkers-of-rare-disease-subtypes-using-minority-weighted-feature-selection"},"modified":"2026-10-16T21:09:38","modified_gmt":"2026-10-17T02:09:38","slug":"identifying-genomic-biomarkers-of-rare-disease-subtypes-using-minority-weighted-feature-selection","status":"publish","type":"post","link":"https:\/\/lifeboat.com\/blog\/2026\/10\/identifying-genomic-biomarkers-of-rare-disease-subtypes-using-minority-weighted-feature-selection","title":{"rendered":"Identifying Genomic Biomarkers of Rare Disease Subtypes Using Minority-Weighted Feature Selection"},"content":{"rendered":"<p><a class=\"aligncenter blog-photo\" href=\"https:\/\/lifeboat.com\/blog.images\/identifying-genomic-biomarkers-of-rare-disease-subtypes-using-minority-weighted-feature-selection.jpg\"><\/a><\/p>\n<p>Introduces a novel minority-aware and robust feature selection framework, GenMWS, for high-dimensional class-imbalanced gene expression data.<\/p>\n<p>Constructs class-specific core intervals and weighted own-class\/other-class membership scores to capture gene-wise class structure.<\/p>\n<p>Develops a weighted nonoverlap mask and class-specific support summaries to emphasize minority-class informative patterns while controlling majority-supported structure.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Introduces a novel minority-aware and robust feature selection framework, GenMWS, for high-dimensional class-imbalanced gene expression data. Constructs class-specific core intervals and weighted own-class\/other-class membership scores to capture gene-wise class structure. Develops a weighted nonoverlap mask and class-specific support summaries to emphasize minority-class informative patterns while controlling majority-supported structure.<\/p>\n","protected":false},"author":662,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-245517","post","type-post","status-publish","format-standard","hentry","category-biotech-medical"],"_links":{"self":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/245517","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/users\/662"}],"replies":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/comments?post=245517"}],"version-history":[{"count":0,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/245517\/revisions"}],"wp:attachment":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/media?parent=245517"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/categories?post=245517"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/tags?post=245517"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}