{"id":"https://openalex.org/W2019532670","doi":"https://doi.org/10.1109/siu.2012.6204693","title":"Gene selection for breast cancer","display_name":"Gene selection for breast cancer","publication_year":2012,"publication_date":"2012-04-01","ids":{"openalex":"https://openalex.org/W2019532670","doi":"https://doi.org/10.1109/siu.2012.6204693","mag":"2019532670"},"language":"en","primary_location":{"id":"doi:10.1109/siu.2012.6204693","is_oa":false,"landing_page_url":"https://doi.org/10.1109/siu.2012.6204693","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 20th Signal Processing and Communications Applications Conference (SIU)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5067359902","display_name":"Oktay Y\u0131ld\u0131z","orcid":"https://orcid.org/0000-0001-9155-7426"},"institutions":[{"id":"https://openalex.org/I4210123976","display_name":"Gazi Hastanesi","ror":"https://ror.org/02qhp8q93","country_code":"TR","type":"healthcare","lineage":["https://openalex.org/I4210123976"]},{"id":"https://openalex.org/I95634034","display_name":"Gazi University","ror":"https://ror.org/054xkpr46","country_code":"TR","type":"education","lineage":["https://openalex.org/I95634034"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Oktay Yildiz","raw_affiliation_strings":["Bilgisayar M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, Gazi \u00dcniversitesi, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bilgisayar M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, Gazi \u00dcniversitesi, Turkey","institution_ids":["https://openalex.org/I4210123976","https://openalex.org/I95634034"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070565039","display_name":"Mesut Tez","orcid":"https://orcid.org/0000-0001-5282-9492"},"institutions":[{"id":"https://openalex.org/I4210107983","display_name":"Ankara Numune E\u011fitim ve Ara\u015ft\u0131rma Hastanesi","ror":"https://ror.org/013qdbe28","country_code":"TR","type":"healthcare","lineage":["https://openalex.org/I4210107983"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Mesut Tez","raw_affiliation_strings":["Ankara Numune Hastanesi, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ankara Numune Hastanesi, Turkey","institution_ids":["https://openalex.org/I4210107983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070944371","display_name":"Hasan \u015eakir B\u0131lge","orcid":"https://orcid.org/0000-0002-4945-0884"},"institutions":[{"id":"https://openalex.org/I4210123976","display_name":"Gazi Hastanesi","ror":"https://ror.org/02qhp8q93","country_code":"TR","type":"healthcare","lineage":["https://openalex.org/I4210123976"]},{"id":"https://openalex.org/I95634034","display_name":"Gazi University","ror":"https://ror.org/054xkpr46","country_code":"TR","type":"education","lineage":["https://openalex.org/I95634034"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"H. Sakir Bilge","raw_affiliation_strings":["Bilgisayar M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, Gazi \u00dcniversitesi, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bilgisayar M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, Gazi \u00dcniversitesi, Turkey","institution_ids":["https://openalex.org/I4210123976","https://openalex.org/I95634034"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089059522","display_name":"M. Ali Ak\u00e7ayol","orcid":"https://orcid.org/0000-0002-6615-1237"},"institutions":[{"id":"https://openalex.org/I4210123976","display_name":"Gazi Hastanesi","ror":"https://ror.org/02qhp8q93","country_code":"TR","type":"healthcare","lineage":["https://openalex.org/I4210123976"]},{"id":"https://openalex.org/I95634034","display_name":"Gazi University","ror":"https://ror.org/054xkpr46","country_code":"TR","type":"education","lineage":["https://openalex.org/I95634034"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"M. Ali Akcayol","raw_affiliation_strings":["Bilgisayar M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, Gazi \u00dcniversitesi, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bilgisayar M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, Gazi \u00dcniversitesi, Turkey","institution_ids":["https://openalex.org/I4210123976","https://openalex.org/I95634034"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045714946","display_name":"\u0130nan G\u00fcler","orcid":"https://orcid.org/0000-0002-5058-0846"},"institutions":[{"id":"https://openalex.org/I4210123976","display_name":"Gazi Hastanesi","ror":"https://ror.org/02qhp8q93","country_code":"TR","type":"healthcare","lineage":["https://openalex.org/I4210123976"]},{"id":"https://openalex.org/I95634034","display_name":"Gazi University","ror":"https://ror.org/054xkpr46","country_code":"TR","type":"education","lineage":["https://openalex.org/I95634034"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Inan Guler","raw_affiliation_strings":["Elektronik-Bilgisayar E\u011fitimi B\u00f6l\u00fcm\u00fc, Gazi \u00dcniversitesi, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Elektronik-Bilgisayar E\u011fitimi B\u00f6l\u00fcm\u00fc, Gazi \u00dcniversitesi, Turkey","institution_ids":["https://openalex.org/I4210123976","https://openalex.org/I95634034"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.07867009,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9998000264167786,"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":0.9998000264167786,"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/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.9829999804496765,"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/T12254","display_name":"Machine Learning in Bioinformatics","score":0.9785000085830688,"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/overfitting","display_name":"Overfitting","score":0.8664519786834717},{"id":"https://openalex.org/keywords/breast-cancer","display_name":"Breast cancer","score":0.7227376699447632},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.7099090218544006},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5755358338356018},{"id":"https://openalex.org/keywords/gene-selection","display_name":"Gene selection","score":0.5408376455307007},{"id":"https://openalex.org/keywords/microarray-analysis-techniques","display_name":"Microarray analysis techniques","score":0.502842128276825},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4814136028289795},{"id":"https://openalex.org/keywords/microarray","display_name":"Microarray","score":0.46988701820373535},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.4530203342437744},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.443627268075943},{"id":"https://openalex.org/keywords/biomarker","display_name":"Biomarker","score":0.42967545986175537},{"id":"https://openalex.org/keywords/biomarker-discovery","display_name":"Biomarker discovery","score":0.4284783601760864},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.42155390977859497},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.42050665616989136},{"id":"https://openalex.org/keywords/gene","display_name":"Gene","score":0.36856526136398315},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.2579364478588104},{"id":"https://openalex.org/keywords/gene-expression","display_name":"Gene expression","score":0.17653152346611023},{"id":"https://openalex.org/keywords/proteomics","display_name":"Proteomics","score":0.1410447359085083},{"id":"https://openalex.org/keywords/genetics","display_name":"Genetics","score":0.12115639448165894}],"concepts":[{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.8664519786834717},{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.7227376699447632},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.7099090218544006},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5755358338356018},{"id":"https://openalex.org/C2984324147","wikidata":"https://www.wikidata.org/wiki/Q3080021","display_name":"Gene selection","level":5,"score":0.5408376455307007},{"id":"https://openalex.org/C8415881","wikidata":"https://www.wikidata.org/wiki/Q6839217","display_name":"Microarray analysis techniques","level":4,"score":0.502842128276825},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4814136028289795},{"id":"https://openalex.org/C186836561","wikidata":"https://www.wikidata.org/wiki/Q1931516","display_name":"Microarray","level":4,"score":0.46988701820373535},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.4530203342437744},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.443627268075943},{"id":"https://openalex.org/C2781197716","wikidata":"https://www.wikidata.org/wiki/Q864574","display_name":"Biomarker","level":2,"score":0.42967545986175537},{"id":"https://openalex.org/C124535831","wikidata":"https://www.wikidata.org/wiki/Q4915074","display_name":"Biomarker discovery","level":4,"score":0.4284783601760864},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.42155390977859497},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.42050665616989136},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.36856526136398315},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.2579364478588104},{"id":"https://openalex.org/C150194340","wikidata":"https://www.wikidata.org/wiki/Q26972","display_name":"Gene expression","level":3,"score":0.17653152346611023},{"id":"https://openalex.org/C46111723","wikidata":"https://www.wikidata.org/wiki/Q471857","display_name":"Proteomics","level":3,"score":0.1410447359085083},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.12115639448165894},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/siu.2012.6204693","is_oa":false,"landing_page_url":"https://doi.org/10.1109/siu.2012.6204693","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 20th Signal Processing and Communications Applications Conference (SIU)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.8399999737739563}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W140777655","https://openalex.org/W1563088657","https://openalex.org/W2015668472","https://openalex.org/W2020355555","https://openalex.org/W2027893113","https://openalex.org/W2027965837","https://openalex.org/W2094023061","https://openalex.org/W2119387367","https://openalex.org/W2127824649","https://openalex.org/W2136549265","https://openalex.org/W2139212933","https://openalex.org/W3204616723"],"related_works":["https://openalex.org/W2020217782","https://openalex.org/W2796636403","https://openalex.org/W2364565895","https://openalex.org/W2015700328","https://openalex.org/W2767847608","https://openalex.org/W2911678823","https://openalex.org/W2152648570","https://openalex.org/W2037892364","https://openalex.org/W2319154570","https://openalex.org/W3152114242"],"abstract_inverted_index":{"Breast":[0],"cancer":[1,15,35],"can":[2],"be":[3],"fatal":[4],"and":[5,53,91],"so":[6],"it":[7],"is":[8,39,72],"very":[9,19,73],"dangerous.":[10],"Early":[11],"diagnosis":[12,112],"of":[13,24,51,57,61,86,128,141,150],"breast":[14,129],"has":[16,30],"been":[17,31,114],"playing":[18],"important":[20],"role":[21,101],"on":[22],"treatment":[23],"the":[25,88,92,126,138],"disease.":[26],"Recently,":[27],"gene":[28,44],"technology":[29],"widely":[32],"used":[33,135],"in":[34,102],"diagnosis.":[36,70],"A":[37],"microarray":[38,103],"a":[40,54,68,77,99],"tool":[41],"for":[42,111,125],"analyzing":[43],"expression.":[45],"Microarray":[46],"data":[47],"usually":[48],"contain":[49],"thousands":[50],"genes":[52,110,142],"small":[55],"number":[56],"samples.":[58],"Although,":[59],"most":[60],"them":[62],"are":[63],"irrelevant":[64],"or":[65],"insignificant":[66],"to":[67,75,121,136,153],"clinical":[69],"It":[71],"difficult":[74],"obtain":[76],"satisfactory":[78],"classification":[79,127,139,148],"result":[80],"by":[81,116,144],"machine":[82],"learning":[83],"techniques":[84],"because":[85],"both":[87],"curse-ofdimensionality":[89],"problem":[90],"overfitting":[93],"problem.":[94],"Therefore,":[95],"feature":[96,117,145],"selection":[97],"plays":[98],"crucial":[100],"analysis.":[104],"In":[105],"this":[106],"paper,":[107],"significant":[108],"biomarker":[109],"have":[113],"identified":[115],"selection.":[118,146],"We":[119],"attempted":[120],"use":[122],"these":[123],"markers":[124],"cancer.":[130],"Subsequently,":[131],"SVM":[132,151],"was":[133],"also":[134],"verify":[137],"rate":[140,149],"selected":[143,157],"The":[147],"reaches":[152],"82.69%":[154],"when":[155],"using":[156],"genes.":[158]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}