{"id":"https://openalex.org/W4225116051","doi":"https://doi.org/10.1186/s12859-022-04678-y","title":"Comparison of five supervised feature selection algorithms leading to top features and gene signatures from multi-omics data in cancer","display_name":"Comparison of five supervised feature selection algorithms leading to top features and gene signatures from multi-omics data in cancer","publication_year":2022,"publication_date":"2022-03-01","ids":{"openalex":"https://openalex.org/W4225116051","doi":"https://doi.org/10.1186/s12859-022-04678-y","pmid":"https://pubmed.ncbi.nlm.nih.gov/35484501"},"language":"en","primary_location":{"id":"doi:10.1186/s12859-022-04678-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-022-04678-y","pdf_url":"https://bmcbioinformatics.biomedcentral.com/track/pdf/10.1186/s12859-022-04678-y","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcbioinformatics.biomedcentral.com/track/pdf/10.1186/s12859-022-04678-y","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5025631339","display_name":"Tapas Bhadra","orcid":"https://orcid.org/0000-0001-8421-1072"},"institutions":[{"id":"https://openalex.org/I180765649","display_name":"Aliah University","ror":"https://ror.org/03rfycd69","country_code":"IN","type":"education","lineage":["https://openalex.org/I180765649"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Tapas Bhadra","raw_affiliation_strings":["Department of Computer Science and Engineering, Aliah University, Kolkata, West Bengal, 700160, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Aliah University, Kolkata, West Bengal, 700160, India","institution_ids":["https://openalex.org/I180765649"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033317672","display_name":"Saurav Mallik","orcid":"https://orcid.org/0000-0003-4107-6784"},"institutions":[{"id":"https://openalex.org/I919571938","display_name":"The University of Texas Health Science Center at Houston","ror":"https://ror.org/03gds6c39","country_code":"US","type":"education","lineage":["https://openalex.org/I919571938"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Saurav Mallik","raw_affiliation_strings":["Center for Precision Health, School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, 77030, USA"],"raw_orcid":"https://orcid.org/0000-0003-4107-6784","affiliations":[{"raw_affiliation_string":"Center for Precision Health, School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, 77030, USA","institution_ids":["https://openalex.org/I919571938"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079256570","display_name":"Neaj Hasan","orcid":null},"institutions":[{"id":"https://openalex.org/I180765649","display_name":"Aliah University","ror":"https://ror.org/03rfycd69","country_code":"IN","type":"education","lineage":["https://openalex.org/I180765649"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Neaj Hasan","raw_affiliation_strings":["Department of Computer Science and Engineering, Aliah University, Kolkata, West Bengal, 700160, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Aliah University, Kolkata, West Bengal, 700160, India","institution_ids":["https://openalex.org/I180765649"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006688612","display_name":"Zhongming Zhao","orcid":"https://orcid.org/0000-0002-3477-0914"},"institutions":[{"id":"https://openalex.org/I4210159031","display_name":"The University of Texas Health Science Center","ror":"https://ror.org/05cwbxa29","country_code":"US","type":"education","lineage":["https://openalex.org/I4210159031"]},{"id":"https://openalex.org/I919571938","display_name":"The University of Texas Health Science Center at Houston","ror":"https://ror.org/03gds6c39","country_code":"US","type":"education","lineage":["https://openalex.org/I919571938"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhongming Zhao","raw_affiliation_strings":["Center for Precision Health, School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, 77030, USA. Zhongming.Zhao@uth.tmc.edu","Human Genetics Center, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, 77030, USA. Zhongming.Zhao@uth.tmc.edu","Center for Precision Health, School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, 77030, USA"],"raw_orcid":"https://orcid.org/0000-0002-3477-0914","affiliations":[{"raw_affiliation_string":"Center for Precision Health, School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, 77030, USA. Zhongming.Zhao@uth.tmc.edu","institution_ids":["https://openalex.org/I4210159031"]},{"raw_affiliation_string":"Human Genetics Center, School of Public Health, The University of Texas Health Science Center at Houston, Houston, TX, 77030, USA. Zhongming.Zhao@uth.tmc.edu","institution_ids":["https://openalex.org/I919571938","https://openalex.org/I4210159031"]},{"raw_affiliation_string":"Center for Precision Health, School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, 77030, USA","institution_ids":["https://openalex.org/I919571938"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5025631339"],"corresponding_institution_ids":["https://openalex.org/I180765649"],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":3.1184,"has_fulltext":true,"cited_by_count":39,"citation_normalized_percentile":{"value":0.92847774,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"23","issue":"S3","first_page":"153","last_page":"153"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.32030001282691956,"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":0.32030001282691956,"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/T11297","display_name":"Ferroptosis and cancer prognosis","score":0.15539999306201935,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory 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/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.13830000162124634,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.7502793073654175},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5394369959831238},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.5165997743606567},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.4782252013683319},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47432252764701843},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4598439931869507},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4184316396713257},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.41273748874664307},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.33786332607269287}],"concepts":[{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.7502793073654175},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5394369959831238},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.5165997743606567},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.4782252013683319},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47432252764701843},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4598439931869507},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4184316396713257},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.41273748874664307},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33786332607269287},{"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":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":true},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":true},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":true},{"descriptor_ui":"D009369","descriptor_name":"Neoplasms","qualifier_ui":"Q000378","qualifier_name":"metabolism","is_major_topic":true},{"descriptor_ui":"D019175","descriptor_name":"DNA Methylation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019175","descriptor_name":"DNA Methylation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019175","descriptor_name":"DNA Methylation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019175","descriptor_name":"DNA Methylation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D056915","descriptor_name":"DNA Copy Number Variations","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D056915","descriptor_name":"DNA Copy Number Variations","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D056915","descriptor_name":"DNA Copy Number Variations","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D056915","descriptor_name":"DNA Copy Number Variations","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":5,"locations":[{"id":"doi:10.1186/s12859-022-04678-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-022-04678-y","pdf_url":"https://bmcbioinformatics.biomedcentral.com/track/pdf/10.1186/s12859-022-04678-y","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},{"id":"pmid:35484501","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35484501","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC bioinformatics","raw_type":null},{"id":"pmh:oai:digitalcommons.library.tmc.edu:uthshis_docs-1594","is_oa":false,"landing_page_url":"https://digitalcommons.library.tmc.edu/uthshis_docs/601","pdf_url":null,"source":{"id":"https://openalex.org/S4377196655","display_name":"Digital Commons-TMC (Texas Medical Center)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1337852284","host_organization_name":"Texas Medical Center","host_organization_lineage":["https://openalex.org/I1337852284"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Faculty, Staff and Student Publications","raw_type":"text"},{"id":"pmh:oai:doaj.org/article:fa9d30e3248e4d33b9678ea016ec5941","is_oa":true,"landing_page_url":"https://doaj.org/article/fa9d30e3248e4d33b9678ea016ec5941","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Bioinformatics, Vol 23, Iss S3, Pp 1-19 (2022)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:9052461","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9052461","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Bioinformatics","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s12859-022-04678-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-022-04678-y","pdf_url":"https://bmcbioinformatics.biomedcentral.com/track/pdf/10.1186/s12859-022-04678-y","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2340771719","display_name":null,"funder_award_id":"CPRIT 180734","funder_id":"https://openalex.org/F4320308129","funder_display_name":"Cancer Prevention and Research Institute of Texas"},{"id":"https://openalex.org/G4071366937","display_name":null,"funder_award_id":"R01LM012806","funder_id":"https://openalex.org/F4320306080","funder_display_name":"Foundation for the National Institutes of Health"},{"id":"https://openalex.org/G6284401810","display_name":null,"funder_award_id":"CPRIT RP170668, RP180734 and RP210045","funder_id":"https://openalex.org/F4320308129","funder_display_name":"Cancer Prevention and Research Institute of Texas"}],"funders":[{"id":"https://openalex.org/F4320306080","display_name":"Foundation for the National Institutes of Health","ror":"https://ror.org/00k86s890"},{"id":"https://openalex.org/F4320308129","display_name":"Cancer Prevention and Research Institute of Texas","ror":"https://ror.org/0003xa228"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W1988592429","https://openalex.org/W2000124990","https://openalex.org/W2020089616","https://openalex.org/W2040884411","https://openalex.org/W2058380590","https://openalex.org/W2059207435","https://openalex.org/W2077118844","https://openalex.org/W2081098333","https://openalex.org/W2082144243","https://openalex.org/W2082749834","https://openalex.org/W2119387367","https://openalex.org/W2132549764","https://openalex.org/W2133990480","https://openalex.org/W2134478553","https://openalex.org/W2143426320","https://openalex.org/W2149772057","https://openalex.org/W2154053567","https://openalex.org/W2156483112","https://openalex.org/W2257217404","https://openalex.org/W2489066590","https://openalex.org/W2489377986","https://openalex.org/W2569489387","https://openalex.org/W2586426327","https://openalex.org/W2766924555","https://openalex.org/W2776131543","https://openalex.org/W2906082666","https://openalex.org/W2912393903","https://openalex.org/W3004227146","https://openalex.org/W3004863010","https://openalex.org/W3028304854","https://openalex.org/W3048439147","https://openalex.org/W3082327555","https://openalex.org/W3132891126","https://openalex.org/W4243922671"],"related_works":["https://openalex.org/W3176621072","https://openalex.org/W2090763504","https://openalex.org/W148178222","https://openalex.org/W2104657898","https://openalex.org/W1948992892","https://openalex.org/W1886884218","https://openalex.org/W1910826599","https://openalex.org/W20047544","https://openalex.org/W4386564352","https://openalex.org/W2952668426"],"abstract_inverted_index":{"BACKGROUND:":[0],"As":[1],"many":[2,33,36],"complex":[3],"omics":[4,28],"data":[5,29,363],"have":[6,40],"been":[7,18,41],"generated":[8],"during":[9],"the":[10,56,138,177,190,205,224,242,254,268,281,336,360,365],"last":[11],"two":[12,233],"decades,":[13],"dimensionality":[14],"reduction":[15],"problem":[16],"has":[17],"a":[19,71,118,293,306,311,323,332],"challenging":[20],"issue":[21],"in":[22],"better":[23],"mining":[24,346],"such":[25],"data.":[26],"The":[27,43,127,132,186,201,367],"typically":[30],"consists":[31],"of":[32,45,60,75,121,267,335,339],"features.":[34,376],"Accordingly,":[35],"feature":[37,47,80,134,142,184,284,288,342],"selection":[38,48,81,143,289,343],"algorithms":[39,144],"developed.":[42],"performance":[44,259,337],"those":[46],"methods":[49,82,344],"often":[50],"varies":[51],"by":[52,137],"specific":[53,361],"data,":[54],"making":[55],"discovery":[57],"and":[58,87,111,159,171,198,218,236,250,302,322],"interpretation":[59],"results":[61],"challenging.":[62],"METHODS":[63],"AND":[64],"RESULTS:":[65],"In":[66,270],"this":[67],"study,":[68],"we":[69,93,272],"performed":[70,331],"comprehensive":[72,333],"comparative":[73],"study":[74,120,368],"five":[76,95,140,287,340],"widely":[77],"used":[78,94,174],"supervised":[79,277,357],"(mRMR,":[83],"INMIFS,":[84],"DFS,":[85],"SVM-RFE-CBR":[86],"VWMRmR)":[88],"for":[89,181,193,213,232,245,260,265,304,309,314,320,326,345,359,364],"multi-omics":[90,119],"datasets.":[91,269,351],"Specifically,":[92],"representative":[96],"datasets:":[97],"gene":[98],"expression":[99,102],"(Exp),":[100],"exon":[101],"(ExpExon),":[103],"DNA":[104],"methylation":[105],"(hMethyl27),":[106],"copy":[107],"number":[108],"variation":[109],"(Gistic2),":[110],"pathway":[112],"activity":[113],"dataset":[114],"(Paradigm":[115],"IPLs)":[116],"from":[117,126,280,348],"acute":[122],"myeloid":[123],"leukemia":[124],"(LAML)":[125],"Cancer":[128],"Genome":[129],"Atlas":[130],"(TCGA).":[131],"different":[133,141,165],"subsets":[135],"selected":[136,183],"aforesaid":[139],"are":[145],"assessed":[146],"using":[147,209,228,276,356],"three":[148,194,214,246,262],"evaluation":[149,263,338],"criteria:":[150],"(1)":[151],"classification":[152,178],"accuracy":[153],"(Acc),":[154],"(2)":[155],"representation":[156],"entropy":[157],"(RE)":[158],"(3)":[160],"redundancy":[161],"rate":[162],"(RR).":[163],"Four":[164],"classifiers,":[166],"viz.,":[167],"C4.5,":[168],"NaiveBayes,":[169],"KNN,":[170],"AdaBoost,":[172],"were":[173],"to":[175],"measure":[176],"accuary":[179],"(Acc)":[180],"each":[182],"subset.":[185],"VWMRmR":[187,202,255],"algorithm":[188,203,256],"obtains":[189,241],"best":[191,206,225,243,258],"Acc":[192],"datasets":[195,215,234,247],"(ExpExon,":[196],"hMethyl27":[197],"Paradigm":[199,219,237,251,327],"IPLs).":[200,238,252],"offers":[204],"RR":[207,226],"(obtained":[208,227],"normalized":[210],"mutual":[211],"information)":[212],"(Exp,":[216,248],"Gistic2":[217,249,321],"IPLs),":[220],"while":[221],"it":[222],"gives":[223],"Pearson":[229],"correlation":[230],"coefficient)":[231],"(Gistic2":[235],"It":[239],"also":[240],"RE":[244],"Overall,":[253],"yields":[257],"all":[261],"criteria":[264],"majority":[266],"addition,":[271],"identified":[273,353],"signature":[274,295,308,313,318,325,354],"genes":[275,355],"learning":[278,358],"collected":[279],"overlapped":[282],"top":[283],"set":[285],"among":[286,375],"methods.":[290],"We":[291,330,352],"obtained":[292],"7-gene":[294,312],"(ZMIZ1,":[296],"ENG,":[297],"FGFR1,":[298],"PAWR,":[299],"KRT17,":[300],"MPO":[301],"LAT2)":[303],"EXP,":[305],"9-gene":[307],"ExpExon,":[310],"hMethyl27,":[315],"one":[316],"single-gene":[317],"(PIK3CG)":[319],"3-gene":[324],"IPLs.":[328],"CONCLUSION:":[329],"comparison":[334],"well-known":[341],"features":[347],"various":[349],"high-dimensional":[350],"omic":[362],"disease.":[366],"will":[369],"help":[370],"incorporate":[371],"higher":[372],"order":[373],"dependencies":[374]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":15},{"year":2022,"cited_by_count":2}],"updated_date":"2026-05-21T09:19:25.381259","created_date":"2025-10-10T00:00:00"}