{"id":"https://openalex.org/W4407676888","doi":"https://doi.org/10.3390/data10020026","title":"Consistency and Stability in Feature Selection for High-Dimensional Microarray Survival Data in Diffuse Large B-Cell Lymphoma Cancer","display_name":"Consistency and Stability in Feature Selection for High-Dimensional Microarray Survival Data in Diffuse Large B-Cell Lymphoma Cancer","publication_year":2025,"publication_date":"2025-02-18","ids":{"openalex":"https://openalex.org/W4407676888","doi":"https://doi.org/10.3390/data10020026"},"language":"en","primary_location":{"id":"doi:10.3390/data10020026","is_oa":true,"landing_page_url":"https://doi.org/10.3390/data10020026","pdf_url":"https://www.mdpi.com/2306-5729/10/2/26/pdf?version=1739872731","source":{"id":"https://openalex.org/S4210226510","display_name":"Data","issn_l":"2306-5729","issn":["2306-5729"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2306-5729/10/2/26/pdf?version=1739872731","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5081766947","display_name":"Kazeem A. Dauda","orcid":"https://orcid.org/0000-0002-4392-8592"},"institutions":[{"id":"https://openalex.org/I4432739","display_name":"University of Bergen","ror":"https://ror.org/03zga2b32","country_code":"NO","type":"education","lineage":["https://openalex.org/I4432739"]}],"countries":["NO"],"is_corresponding":true,"raw_author_name":"Kazeem A. Dauda","raw_affiliation_strings":["Department of Mathematics, University of Bergen, 5007 Bergen, Norway"],"raw_orcid":"https://orcid.org/0000-0002-4392-8592","affiliations":[{"raw_affiliation_string":"Department of Mathematics, University of Bergen, 5007 Bergen, Norway","institution_ids":["https://openalex.org/I4432739"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5093291705","display_name":"Rasheed K. Lamidi","orcid":"https://orcid.org/0009-0000-7922-9403"},"institutions":[{"id":"https://openalex.org/I98243723","display_name":"Kwara State University","ror":"https://ror.org/05np2xn95","country_code":"NG","type":"education","lineage":["https://openalex.org/I98243723"]}],"countries":["NG"],"is_corresponding":false,"raw_author_name":"Rasheed K. Lamidi","raw_affiliation_strings":["Department of Mathematics and Statistics, Kwara State University, Malete, P.M.B. 1530, Ilorin 23431, Kwara State, Nigeria"],"raw_orcid":"https://orcid.org/0009-0000-7922-9403","affiliations":[{"raw_affiliation_string":"Department of Mathematics and Statistics, Kwara State University, Malete, P.M.B. 1530, Ilorin 23431, Kwara State, Nigeria","institution_ids":["https://openalex.org/I98243723"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5081766947"],"corresponding_institution_ids":["https://openalex.org/I4432739"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.02688003,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"10","issue":"2","first_page":"26","last_page":"26"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9952999949455261,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9952999949455261,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10185","display_name":"Lymphoma Diagnosis and Treatment","score":0.994700014591217,"subfield":{"id":"https://openalex.org/subfields/2734","display_name":"Pathology and Forensic Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11157","display_name":"Chronic Lymphocytic Leukemia Research","score":0.9904000163078308,"subfield":{"id":"https://openalex.org/subfields/2716","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6908155679702759},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.6738781929016113},{"id":"https://openalex.org/keywords/diffuse-large-b-cell-lymphoma","display_name":"Diffuse large B-cell lymphoma","score":0.6304627656936646},{"id":"https://openalex.org/keywords/lymphoma","display_name":"Lymphoma","score":0.5797176361083984},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5491200089454651},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.47402623295783997},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.469674676656723},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.4449962377548218},{"id":"https://openalex.org/keywords/computational-biology","display_name":"Computational biology","score":0.3727622628211975},{"id":"https://openalex.org/keywords/oncology","display_name":"Oncology","score":0.3503684401512146},{"id":"https://openalex.org/keywords/cancer-research","display_name":"Cancer research","score":0.35019850730895996},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3480876684188843},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.3058924973011017},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.30072271823883057},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.239958256483078},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.22898638248443604},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.1495845913887024}],"concepts":[{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6908155679702759},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.6738781929016113},{"id":"https://openalex.org/C2778559949","wikidata":"https://www.wikidata.org/wiki/Q2626074","display_name":"Diffuse large B-cell lymphoma","level":3,"score":0.6304627656936646},{"id":"https://openalex.org/C2779338263","wikidata":"https://www.wikidata.org/wiki/Q208414","display_name":"Lymphoma","level":2,"score":0.5797176361083984},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5491200089454651},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.47402623295783997},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.469674676656723},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.4449962377548218},{"id":"https://openalex.org/C70721500","wikidata":"https://www.wikidata.org/wiki/Q177005","display_name":"Computational biology","level":1,"score":0.3727622628211975},{"id":"https://openalex.org/C143998085","wikidata":"https://www.wikidata.org/wiki/Q162555","display_name":"Oncology","level":1,"score":0.3503684401512146},{"id":"https://openalex.org/C502942594","wikidata":"https://www.wikidata.org/wiki/Q3421914","display_name":"Cancer research","level":1,"score":0.35019850730895996},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3480876684188843},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.3058924973011017},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.30072271823883057},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.239958256483078},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.22898638248443604},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.1495845913887024},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/data10020026","is_oa":true,"landing_page_url":"https://doi.org/10.3390/data10020026","pdf_url":"https://www.mdpi.com/2306-5729/10/2/26/pdf?version=1739872731","source":{"id":"https://openalex.org/S4210226510","display_name":"Data","issn_l":"2306-5729","issn":["2306-5729"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:gam:jdataj:v:10:y:2025:i:2:p:26-:d:1593684","is_oa":false,"landing_page_url":"https://www.mdpi.com/2306-5729/10/2/26/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:a53d809fba66467db014b5e15f41cb93","is_oa":true,"landing_page_url":"https://doaj.org/article/a53d809fba66467db014b5e15f41cb93","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Data, Vol 10, Iss 2, p 26 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/data10020026","is_oa":true,"landing_page_url":"https://doi.org/10.3390/data10020026","pdf_url":"https://www.mdpi.com/2306-5729/10/2/26/pdf?version=1739872731","source":{"id":"https://openalex.org/S4210226510","display_name":"Data","issn_l":"2306-5729","issn":["2306-5729"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7821318236","display_name":null,"funder_award_id":"TMS2021TMT09","funder_id":"https://openalex.org/F4320316417","funder_display_name":"Trond Mohn stiftelse"}],"funders":[{"id":"https://openalex.org/F4320316417","display_name":"Trond Mohn stiftelse","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4407676888.pdf","grobid_xml":"https://content.openalex.org/works/W4407676888.grobid-xml"},"referenced_works_count":47,"referenced_works":["https://openalex.org/W152786914","https://openalex.org/W1603903339","https://openalex.org/W1612700042","https://openalex.org/W1800261609","https://openalex.org/W1886306325","https://openalex.org/W2015799639","https://openalex.org/W2036348300","https://openalex.org/W2037796411","https://openalex.org/W2057331441","https://openalex.org/W2068743483","https://openalex.org/W2085107973","https://openalex.org/W2129925362","https://openalex.org/W2157132621","https://openalex.org/W2159862107","https://openalex.org/W2883440102","https://openalex.org/W2895379456","https://openalex.org/W2936437926","https://openalex.org/W2948284875","https://openalex.org/W2955396085","https://openalex.org/W2956014179","https://openalex.org/W2956109696","https://openalex.org/W2966734007","https://openalex.org/W2972672212","https://openalex.org/W2977606681","https://openalex.org/W3147894994","https://openalex.org/W3157768414","https://openalex.org/W3158928250","https://openalex.org/W3194343069","https://openalex.org/W4211189683","https://openalex.org/W4214512856","https://openalex.org/W4237383128","https://openalex.org/W4288077072","https://openalex.org/W4312116961","https://openalex.org/W4376601565","https://openalex.org/W4383618367","https://openalex.org/W4384341779","https://openalex.org/W4384664407","https://openalex.org/W4386453696","https://openalex.org/W4388811401","https://openalex.org/W4390870610","https://openalex.org/W4391852481","https://openalex.org/W4392387789","https://openalex.org/W4393899184","https://openalex.org/W4400745843","https://openalex.org/W4401708237","https://openalex.org/W4406679227","https://openalex.org/W6794275422"],"related_works":["https://openalex.org/W1603736412","https://openalex.org/W2889410060","https://openalex.org/W4304185162","https://openalex.org/W2061685118","https://openalex.org/W3006282800","https://openalex.org/W4250397071","https://openalex.org/W4386564352","https://openalex.org/W2952668426","https://openalex.org/W1999832612","https://openalex.org/W2988609983"],"abstract_inverted_index":{"High-dimensional":[0],"survival":[1,32,103,164,186,214],"data,":[2],"such":[3],"as":[4],"microarray":[5],"datasets,":[6],"present":[7],"significant":[8],"challenges":[9],"in":[10,212],"variable":[11],"selection":[12,62,202],"and":[13,20,25,41,50,68,89,97,110,210],"model":[14],"performance":[15],"due":[16],"to":[17,45,207],"their":[18],"complexity":[19],"dimensionality.":[21],"Identifying":[22],"important":[23,96,131],"genes":[24,29,99,132,148,161,180],"understanding":[26],"how":[27],"these":[28,159,194],"influence":[30,157],"the":[31,56,94,102,113,128,168,197],"of":[33,38,58,92,104,112,134,145,158,191,199],"patients":[34,105],"with":[35,106,147,149,184,203],"cancer":[36,122],"are":[37],"great":[39],"interest":[40],"a":[42,64,69,86,142,188],"major":[43],"challenge":[44],"biomedical":[46],"scientists,":[47],"healthcare":[48],"practitioners,":[49],"oncologists.":[51],"Therefore,":[52],"this":[53],"study":[54],"combined":[55],"strengths":[57],"two":[59],"complementary":[60],"feature":[61,201],"methodologies:":[63],"filtering":[65],"(correlation-based)":[66],"approach":[67],"wrapper":[70],"method":[71,114],"based":[72],"on":[73,162],"Iterative":[74],"Bayesian":[75],"Model":[76],"Averaging":[77],"(IBMA).":[78],"This":[79],"new":[80],"approach,":[81],"termed":[82],"Correlation-Based":[83],"IBMA,":[84],"offers":[85],"highly":[87,182],"efficient":[88],"effective":[90],"means":[91],"selecting":[93],"most":[95,130],"influential":[98],"for":[100],"predicting":[101],"cancer.":[107],"The":[108,124,156,174],"efficiency":[109],"consistency":[111],"were":[115,138,181],"demonstrated":[116],"using":[117,167],"diffuse":[118],"large":[119],"B-cell":[120],"lymphoma":[121],"data.":[123],"results":[125,175],"revealed":[126,177],"that":[127,178],"15":[129,160],"out":[133],"3835":[135],"gene":[136],"features":[137],"consistently":[139],"selected":[140],"at":[141,187],"threshold":[143],"p-value":[144],"0.001,":[146],"posterior":[150],"probabilities":[151],"below":[152],"1%":[153],"being":[154],"removed.":[155],"patient":[163,185],"was":[165],"assessed":[166],"Cox":[169],"Proportional":[170],"Hazards":[171],"(Cox-PH)":[172],"Model.":[173],"further":[176],"eight":[179],"associated":[183],"0.05":[189],"level":[190],"significance.":[192],"Finally,":[193],"findings":[195],"underscore":[196],"importance":[198],"integrating":[200],"robust":[204],"modeling":[205],"approaches":[206],"enhance":[208],"accuracy":[209],"interpretability":[211],"high-dimensional":[213],"data":[215],"analysis.":[216]},"counts_by_year":[],"updated_date":"2026-03-13T14:20:09.374765","created_date":"2025-10-10T00:00:00"}