{"id":"https://openalex.org/W2593288655","doi":"https://doi.org/10.5220/0006170201680175","title":"Comparative Study on Data Mining Techniques Applied to Breast Cancer Gene Expression Profiles","display_name":"Comparative Study on Data Mining Techniques Applied to Breast Cancer Gene Expression Profiles","publication_year":2017,"publication_date":"2017-01-01","ids":{"openalex":"https://openalex.org/W2593288655","doi":"https://doi.org/10.5220/0006170201680175","mag":"2593288655"},"language":"en","primary_location":{"id":"doi:10.5220/0006170201680175","is_oa":false,"landing_page_url":"https://doi.org/10.5220/0006170201680175","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 10th International Joint Conference on Biomedical Engineering Systems and Technologies","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/11449/165837","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5060606331","display_name":"S\u00e9rgio Mosquim J\u00fanior","orcid":null},"institutions":[{"id":"https://openalex.org/I879563668","display_name":"Universidade Estadual Paulista (Unesp)","ror":"https://ror.org/00987cb86","country_code":"BR","type":"education","lineage":["https://openalex.org/I879563668"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"S\u00e9rgio Mosquim J\u00fanior","raw_affiliation_strings":["S\u00e3o Paulo State University and Uppsala University, Brazil"],"affiliations":[{"raw_affiliation_string":"S\u00e3o Paulo State University and Uppsala University, Brazil","institution_ids":["https://openalex.org/I879563668"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077862318","display_name":"Juliana de Oliveira","orcid":"https://orcid.org/0000-0001-8720-0897"},"institutions":[{"id":"https://openalex.org/I879563668","display_name":"Universidade Estadual Paulista (Unesp)","ror":"https://ror.org/00987cb86","country_code":"BR","type":"education","lineage":["https://openalex.org/I879563668"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Juliana de Oliveira","raw_affiliation_strings":["S\u00e3o Paulo State University , Brazil"],"affiliations":[{"raw_affiliation_string":"S\u00e3o Paulo State University , Brazil","institution_ids":["https://openalex.org/I879563668"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5060606331"],"corresponding_institution_ids":["https://openalex.org/I879563668"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.01850798,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"168","last_page":"175"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.982699990272522,"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":0.982699990272522,"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","display_name":"Breast cancer","score":0.6651325225830078},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.5081872940063477},{"id":"https://openalex.org/keywords/gene-expression","display_name":"Gene expression","score":0.489824503660202},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4849298298358917},{"id":"https://openalex.org/keywords/computational-biology","display_name":"Computational biology","score":0.460711807012558},{"id":"https://openalex.org/keywords/expression","display_name":"Expression (computer science)","score":0.45562294125556946},{"id":"https://openalex.org/keywords/gene","display_name":"Gene","score":0.4514618217945099},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3878171443939209},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.237242192029953},{"id":"https://openalex.org/keywords/genetics","display_name":"Genetics","score":0.2053346335887909}],"concepts":[{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.6651325225830078},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.5081872940063477},{"id":"https://openalex.org/C150194340","wikidata":"https://www.wikidata.org/wiki/Q26972","display_name":"Gene expression","level":3,"score":0.489824503660202},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4849298298358917},{"id":"https://openalex.org/C70721500","wikidata":"https://www.wikidata.org/wiki/Q177005","display_name":"Computational biology","level":1,"score":0.460711807012558},{"id":"https://openalex.org/C90559484","wikidata":"https://www.wikidata.org/wiki/Q778379","display_name":"Expression (computer science)","level":2,"score":0.45562294125556946},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.4514618217945099},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3878171443939209},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.237242192029953},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.2053346335887909},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5220/0006170201680175","is_oa":false,"landing_page_url":"https://doi.org/10.5220/0006170201680175","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 10th International Joint Conference on Biomedical Engineering Systems and Technologies","raw_type":"proceedings-article"},{"id":"pmh:oai:repositorio.unesp.br:11449/165837","is_oa":true,"landing_page_url":"http://hdl.handle.net/11449/165837","pdf_url":null,"source":{"id":"https://openalex.org/S4377196277","display_name":"UNESP Institutional Repository (S\u00e3o Paulo State University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I879563668","host_organization_name":"Universidade Estadual Paulista (Unesp)","host_organization_lineage":["https://openalex.org/I879563668"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferencePaper"}],"best_oa_location":{"id":"pmh:oai:repositorio.unesp.br:11449/165837","is_oa":true,"landing_page_url":"http://hdl.handle.net/11449/165837","pdf_url":null,"source":{"id":"https://openalex.org/S4377196277","display_name":"UNESP Institutional Repository (S\u00e3o Paulo State University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I879563668","host_organization_name":"Universidade Estadual Paulista (Unesp)","host_organization_lineage":["https://openalex.org/I879563668"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferencePaper"},"sustainable_development_goals":[{"score":0.8799999952316284,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2375584271","https://openalex.org/W2392243736","https://openalex.org/W1997105855","https://openalex.org/W4301030387","https://openalex.org/W86652014","https://openalex.org/W2414286769","https://openalex.org/W2013223288","https://openalex.org/W2037827305","https://openalex.org/W3109514250","https://openalex.org/W1905072147"],"abstract_inverted_index":{"Breast":[0],"cancer":[1,9,17,25],"has":[2],"the":[3,13,59,72,77,109,125],"second":[4],"highest":[5],"incidence":[6],"among":[7,20],"all":[8],"types":[10],"and":[11,55,87,93,124],"is":[12,33,62],"fifth":[14],"cause":[15],"of":[16,79,117],"related":[18],"death":[19],"women.":[21],"In":[22,39],"Brazil,":[23],"breast":[24],"mortality":[26],"rates":[27],"have":[28],"been":[29],"rising.":[30],"Cancer":[31],"classification":[32],"intricate,":[34],"mainly":[35],"when":[36],"differentiating":[37],"subtypes.":[38],"this":[40],"context,":[41],"data":[42,60,81,130,137],"mining":[43,82,131],"becomes":[44],"a":[45],"fundamental":[46],"tool":[47],"to":[48,65,98,135],"analyze":[49],"genotypic":[50],"data,":[51],"improving":[52],"diagnostics,":[53],"treatment":[54],"patient":[56],"care.":[57],"As":[58],"dimensionality":[61],"problematic,":[63],"methods":[64,83],"reduce":[66],"it":[67],"must":[68],"be":[69],"applied.":[70],"Hence,":[71],"present":[73],"study":[74],"aims":[75],"at":[76],"analysis":[78],"two":[80,101,118],"(i.e.,":[84],"decision":[85],"trees":[86,104],"artificial":[88,112],"neural":[89,113],"networks).":[90],"Weka":[91],"(R)":[92,95],"MATLAB":[94],"were":[96,133],"used":[97],"implement":[99],"these":[100],"methodologies.":[102],"Decision":[103],"appointed":[105],"important":[106],"genes":[107],"for":[108],"classification.":[110],"Optimal":[111],"network":[114],"architecture":[115],"consists":[116],"layers,":[119],"one":[120],"with":[121,127,138],"99":[122],"neurons":[123],"other":[126],"5.":[128],"Both":[129],"techniques":[132],"able":[134],"classify":[136],"high":[139],"accuracy.":[140]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
