{"id":"https://openalex.org/W3090750329","doi":"https://doi.org/10.11591/ijece.v11i1.pp728-735","title":"A hybrid feature selection on AIRS method for identifying breast cancer diseases","display_name":"A hybrid feature selection on AIRS method for identifying breast cancer diseases","publication_year":2020,"publication_date":"2020-09-18","ids":{"openalex":"https://openalex.org/W3090750329","doi":"https://doi.org/10.11591/ijece.v11i1.pp728-735","mag":"3090750329"},"language":"en","primary_location":{"id":"doi:10.11591/ijece.v11i1.pp728-735","doi":"https://doi.org/10.11591/ijece.v11i1.pp728-735","is_oa":true,"landing_page_url":"https://doi.org/10.11591/ijece.v11i1.pp728-735","pdf_url":"http://ijece.iaescore.com/index.php/IJECE/article/download/15257/14543","source":{"id":"https://openalex.org/S4210235676","display_name":"International Journal of Power Electronics and Drive Systems/International Journal of Electrical and Computer Engineering","issn_l":"2722-256X","issn":["2722-256X","2722-2578"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1"],"host_organization":"https://openalex.org/P4310315009","host_organization_name":"Institute of Advanced Engineering and Science (IAES)","host_organization_lineage":["https://openalex.org/P4310315009"],"host_organization_lineage_names":["Institute of Advanced Engineering and Science (IAES)"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Electrical and Computer Engineering (IJECE)","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"http://ijece.iaescore.com/index.php/IJECE/article/download/15257/14543","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5080258666","display_name":"Achmad Ridok","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I177055848","display_name":"University of Brawijaya","ror":"https://ror.org/01wk3d929","country_code":"ID","type":"education","lineage":["https://openalex.org/I177055848"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Achmad Ridok","raw_affiliation_strings":["Brawijaya University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Brawijaya University","institution_ids":["https://openalex.org/I177055848"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100600491","display_name":"Nashi Widodo","orcid":"https://orcid.org/0000-0002-1126-498X","observed_orcids":["https://orcid.org/0000-0002-1126-498X"]},"institutions":[{"id":"https://openalex.org/I177055848","display_name":"University of Brawijaya","ror":"https://ror.org/01wk3d929","country_code":"ID","type":"education","lineage":["https://openalex.org/I177055848"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Nashi Widodo","raw_affiliation_strings":["Brawijaya University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Brawijaya University","institution_ids":["https://openalex.org/I177055848"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057755959","display_name":"Wayan Firdaus Mahmudy","orcid":"https://orcid.org/0000-0002-0965-206X","observed_orcids":["https://orcid.org/0000-0002-0965-206X"]},"institutions":[{"id":"https://openalex.org/I177055848","display_name":"University of Brawijaya","ror":"https://ror.org/01wk3d929","country_code":"ID","type":"education","lineage":["https://openalex.org/I177055848"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Wayan Firdaus Mahmudy","raw_affiliation_strings":["Brawijaya University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Brawijaya University","institution_ids":["https://openalex.org/I177055848"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061358082","display_name":"Muhaimin Rifa\u2019i","orcid":"https://orcid.org/0000-0001-5731-2951","observed_orcids":["https://orcid.org/0000-0001-5731-2951"]},"institutions":[{"id":"https://openalex.org/I177055848","display_name":"University of Brawijaya","ror":"https://ror.org/01wk3d929","country_code":"ID","type":"education","lineage":["https://openalex.org/I177055848"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Muhaimin Rifa\u2019i","raw_affiliation_strings":["Brawijaya University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Brawijaya University","institution_ids":["https://openalex.org/I177055848"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I177055848"],"apc_list":null,"apc_paid":null,"fwci":1.7583,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.88014454,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"11","issue":"1","first_page":"728","last_page":"728"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.8744999766349792,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.8744999766349792,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.03739999979734421,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.025499999523162842,"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/breast-cancer-diagnosis","display_name":"breast cancer diagnosis","score":0.8019999861717224},{"id":"https://openalex.org/keywords/feature-selection","display_name":"feature selection","score":0.8389999866485596},{"id":"https://openalex.org/keywords/information-gain","display_name":"information gain","score":0.9919999837875366},{"id":"https://openalex.org/keywords/fine-needle-aspiration-cytology","display_name":"fine needle aspiration cytology","score":0.6980000138282776},{"id":"https://openalex.org/keywords/early-cancer-detection","display_name":"early cancer detection","score":0.6930000185966492},{"id":"https://openalex.org/keywords/hybrid-feature-selection","display_name":"hybrid feature selection","score":0.7630000114440918}],"concepts":[{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.7590327262878418},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6792900562286377},{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.6704378128051758},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6629750728607178},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.617500901222229},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5437986850738525},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4191807210445404},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.3494200110435486},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.232750803232193},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.07202723622322083}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.11591/ijece.v11i1.pp728-735","doi":"https://doi.org/10.11591/ijece.v11i1.pp728-735","is_oa":true,"landing_page_url":"https://doi.org/10.11591/ijece.v11i1.pp728-735","pdf_url":"http://ijece.iaescore.com/index.php/IJECE/article/download/15257/14543","source":{"id":"https://openalex.org/S4210235676","display_name":"International Journal of Power Electronics and Drive Systems/International Journal of Electrical and Computer Engineering","issn_l":"2722-256X","issn":["2722-256X","2722-2578"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1"],"host_organization":"https://openalex.org/P4310315009","host_organization_name":"Institute of Advanced Engineering and Science (IAES)","host_organization_lineage":["https://openalex.org/P4310315009"],"host_organization_lineage_names":["Institute of Advanced Engineering and Science (IAES)"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Electrical and Computer Engineering (IJECE)","raw_type":"journal-article"},{"id":"pmh:oai:zenodo.org:4638325","doi":null,"is_oa":true,"landing_page_url":"https://zenodo.org/record/4638325","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"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":"International Journal of Electrical and Computer Engineering (IJECE) 11(1) 728-735","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.11591/ijece.v11i1.pp728-735","doi":"https://doi.org/10.11591/ijece.v11i1.pp728-735","is_oa":true,"landing_page_url":"https://doi.org/10.11591/ijece.v11i1.pp728-735","pdf_url":"http://ijece.iaescore.com/index.php/IJECE/article/download/15257/14543","source":{"id":"https://openalex.org/S4210235676","display_name":"International Journal of Power Electronics and Drive Systems/International Journal of Electrical and Computer Engineering","issn_l":"2722-256X","issn":["2722-256X","2722-2578"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1"],"host_organization":"https://openalex.org/P4310315009","host_organization_name":"Institute of Advanced Engineering and Science (IAES)","host_organization_lineage":["https://openalex.org/P4310315009"],"host_organization_lineage_names":["Institute of Advanced Engineering and Science (IAES)"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Electrical and Computer Engineering (IJECE)","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.8560000061988831,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"sustainable_development_goals_aurora":[{"score":0.8700000047683716,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3090750329.pdf","grobid_xml":"https://content.openalex.org/works/W3090750329.grobid-xml"},"referenced_works_count":25,"referenced_works":["https://openalex.org/W63665094","https://openalex.org/W1514907448","https://openalex.org/W1544435011","https://openalex.org/W1600871825","https://openalex.org/W1661871015","https://openalex.org/W1976290478","https://openalex.org/W1987063664","https://openalex.org/W1996313056","https://openalex.org/W2046124996","https://openalex.org/W2060434761","https://openalex.org/W2078351515","https://openalex.org/W2081047992","https://openalex.org/W2096451472","https://openalex.org/W2120516990","https://openalex.org/W2170505850","https://openalex.org/W2170721099","https://openalex.org/W2287228294","https://openalex.org/W2330219538","https://openalex.org/W2335839395","https://openalex.org/W2381569410","https://openalex.org/W2791878580","https://openalex.org/W2889065082","https://openalex.org/W2911681169","https://openalex.org/W2912246463","https://openalex.org/W4237294917"],"related_works":["https://openalex.org/W1600871825","https://openalex.org/W2791878580","https://openalex.org/W7201834570","https://openalex.org/W4362720832","https://openalex.org/W4385610066","https://openalex.org/W4387775526","https://openalex.org/W7130363065","https://openalex.org/W2913994456","https://openalex.org/W4295577587","https://openalex.org/W4283382791"],"abstract_inverted_index":{"Breast":[0],"cancer":[1,59,136],"may":[2,107],"cause":[3],"a":[4,80,114],"death":[5],"due":[6],"to":[7,24,36,130],"the":[8,30,38,58,63,86,90,101,145,157,162],"late":[9],"diagnosis.":[10],"A":[11],"cheap":[12,31],"and":[13,32,54,97,124,168,172],"accurate":[14,55],"tool":[15,72],"for":[16],"early":[17],"detection":[18],"of":[19,57,85,103,142,148],"this":[20,112],"disease":[21,39],"is":[22,66],"essential":[23],"prevent":[25],"fatal":[26],"incidence.":[27],"In":[28,111],"general,":[29],"less":[33],"invasive":[34],"method":[35,159],"diagnose":[37],"could":[40],"be":[41,74],"done":[42],"by":[43],"biopsy":[44,65],"using":[45,76,137],"fine":[46],"needle":[47],"aspirates":[48],"from":[49,62],"breast":[50,135],"tissue.":[51],"However,":[52],"rapid":[53],"identification":[56],"cell":[60,64],"pattern":[61],"still":[67],"challenging":[68],"task.":[69],"This":[70],"diagnostic":[71],"can":[73,160],"developed":[75],"machine":[77],"learning":[78],"as":[79],"classification":[81,109],"problem.":[82],"The":[83,140],"performance":[84,164],"classifier":[87,98],"depends":[88],"on":[89,133,151],"interrelationship":[91],"between":[92],"sample":[93],"sizes,":[94],"some":[95,104],"features,":[96],"complexity.":[99],"Thus,":[100],"removal":[102],"irrelevant":[105],"features":[106,132],"increase":[108],"accuracy.":[110],"study,":[113],"new":[115],"hybrid":[116],"feature":[117,122],"selection":[118],"fast":[119],"correlation":[120],"based":[121],"(FCBF)":[123],"information":[125],"gain":[126],"(IG)":[127],"was":[128],"used":[129],"select":[131],"identifying":[134],"AIRS":[138,153],"algorithm.":[139],"results":[141],"10":[143],"times":[144],"crossing":[146],"(CF)":[147],"our":[149],"validation":[150],"various":[152],"seeds":[154],"indicate":[155],"that":[156],"proposed":[158],"achieve":[161],"best":[163],"with":[165],"accuracy":[166],"=0.9797":[167],"AUC=0.9777":[169],"at":[170],"k=6":[171],"seed=50.":[173]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":2}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2020-10-08T00:00:00"}