{"id":"https://openalex.org/W2991282674","doi":"https://doi.org/10.3233/shti190037","title":"Discovery of Hidden Patterns in Breast Cancer Patients, Using Data Mining on a Real Data Set","display_name":"Discovery of Hidden Patterns in Breast Cancer Patients, Using Data Mining on a Real Data Set","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2991282674","doi":"https://doi.org/10.3233/shti190037","mag":"2991282674","pmid":"https://pubmed.ncbi.nlm.nih.gov/31349286"},"language":"en","primary_location":{"id":"doi:10.3233/shti190037","is_oa":false,"landing_page_url":"https://doi.org/10.3233/shti190037","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref","pubmed"],"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/A5102756831","display_name":"Alireza Atashi","orcid":"https://orcid.org/0000-0002-9923-9665"},"institutions":[{"id":"https://openalex.org/I70640408","display_name":"Tehran University of Medical Sciences","ror":"https://ror.org/01c4pz451","country_code":"IR","type":"education","lineage":["https://openalex.org/I70640408"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Atashi Alireza","raw_affiliation_strings":["E-Health Department, Virtual School, Tehran University of Medical Sciences, Tehran, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"E-Health Department, Virtual School, Tehran University of Medical Sciences, Tehran, Iran","institution_ids":["https://openalex.org/I70640408"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103049138","display_name":"Fariba Tohidinezhad","orcid":"https://orcid.org/0000-0003-0762-9592"},"institutions":[{"id":"https://openalex.org/I165560825","display_name":"Mashhad University of Medical Sciences","ror":"https://ror.org/04sfka033","country_code":"IR","type":"education","lineage":["https://openalex.org/I165560825"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Tohidinezhad Fariba","raw_affiliation_strings":["Department of Medical Informatics, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medical Informatics, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran","institution_ids":["https://openalex.org/I165560825"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064865578","display_name":"Sara Dorri","orcid":"https://orcid.org/0000-0002-0085-0115"},"institutions":[{"id":"https://openalex.org/I2802694670","display_name":"Academic Center for Education, Culture and Research","ror":"https://ror.org/0126z4b94","country_code":"IR","type":"nonprofit","lineage":["https://openalex.org/I2802694670"]},{"id":"https://openalex.org/I4210128983","display_name":"Motamed Cancer Institute","ror":"https://ror.org/02f71a260","country_code":"IR","type":"facility","lineage":["https://openalex.org/I4210128983"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Dorri Sara","raw_affiliation_strings":["Clinical Research Department, Breast Cancer Research Center, Motamed Cancer Institute, ACECR, Tehran, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinical Research Department, Breast Cancer Research Center, Motamed Cancer Institute, ACECR, Tehran, Iran","institution_ids":["https://openalex.org/I2802694670","https://openalex.org/I4210128983"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Nazeri Najmeh","orcid":null},"institutions":[{"id":"https://openalex.org/I2802694670","display_name":"Academic Center for Education, Culture and Research","ror":"https://ror.org/0126z4b94","country_code":"IR","type":"nonprofit","lineage":["https://openalex.org/I2802694670"]},{"id":"https://openalex.org/I4210128983","display_name":"Motamed Cancer Institute","ror":"https://ror.org/02f71a260","country_code":"IR","type":"facility","lineage":["https://openalex.org/I4210128983"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Nazeri Najmeh","raw_affiliation_strings":["Clinical Research Department, Breast Cancer Research Center, Motamed Cancer Institute, ACECR, Tehran, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinical Research Department, Breast Cancer Research Center, Motamed Cancer Institute, ACECR, Tehran, Iran","institution_ids":["https://openalex.org/I2802694670","https://openalex.org/I4210128983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079534336","display_name":"Rouzbeh Ghousi","orcid":"https://orcid.org/0000-0002-5839-5792"},"institutions":[{"id":"https://openalex.org/I67009956","display_name":"Iran University of Science and Technology","ror":"https://ror.org/01jw2p796","country_code":"IR","type":"education","lineage":["https://openalex.org/I67009956"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Ghousi Rouzbeh","raw_affiliation_strings":["School of Industrial Engineering, Iran University of Science and Technology, Tehran, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Industrial Engineering, Iran University of Science and Technology, Tehran, Iran","institution_ids":["https://openalex.org/I67009956"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Marashi Sina","orcid":null},"institutions":[{"id":"https://openalex.org/I70640408","display_name":"Tehran University of Medical Sciences","ror":"https://ror.org/01c4pz451","country_code":"IR","type":"education","lineage":["https://openalex.org/I70640408"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Marashi Sina","raw_affiliation_strings":["E-Health Department, Virtual School, Tehran University of Medical Sciences, Tehran, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"E-Health Department, Virtual School, Tehran University of Medical Sciences, Tehran, Iran","institution_ids":["https://openalex.org/I70640408"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048047103","display_name":"Fatemeh Hajialiasgari","orcid":"https://orcid.org/0000-0001-5215-355X"},"institutions":[{"id":"https://openalex.org/I70640408","display_name":"Tehran University of Medical Sciences","ror":"https://ror.org/01c4pz451","country_code":"IR","type":"education","lineage":["https://openalex.org/I70640408"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Hajialiasgari Fatemeh","raw_affiliation_strings":["E-Health Department, Virtual School, Tehran University of Medical Sciences, Tehran, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"E-Health Department, Virtual School, Tehran University of Medical Sciences, Tehran, Iran","institution_ids":["https://openalex.org/I70640408"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.3862,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.8952381,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":95},"biblio":{"volume":"262","issue":null,"first_page":"142","last_page":"145"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11235","display_name":"Statistical Methods in Clinical Trials","score":0.83160001039505,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11235","display_name":"Statistical Methods in Clinical Trials","score":0.83160001039505,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.8256999850273132,"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.8159000277519226,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/apriori-algorithm","display_name":"Apriori algorithm","score":0.8198681473731995},{"id":"https://openalex.org/keywords/association-rule-learning","display_name":"Association rule learning","score":0.7389844655990601},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.696818470954895},{"id":"https://openalex.org/keywords/breast-cancer","display_name":"Breast cancer","score":0.6477729678153992},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6189839839935303},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5285792946815491},{"id":"https://openalex.org/keywords/missing-data","display_name":"Missing data","score":0.509313702583313},{"id":"https://openalex.org/keywords/a-priori-and-a-posteriori","display_name":"A priori and a posteriori","score":0.5023071765899658},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.46739065647125244},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4600316286087036},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.44854918122291565},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.3036046028137207},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.27599766850471497},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.27553674578666687},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.24598991870880127},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18287289142608643},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.11259579658508301}],"concepts":[{"id":"https://openalex.org/C81440476","wikidata":"https://www.wikidata.org/wiki/Q513511","display_name":"Apriori algorithm","level":3,"score":0.8198681473731995},{"id":"https://openalex.org/C193524817","wikidata":"https://www.wikidata.org/wiki/Q386780","display_name":"Association rule learning","level":2,"score":0.7389844655990601},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.696818470954895},{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.6477729678153992},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6189839839935303},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5285792946815491},{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.509313702583313},{"id":"https://openalex.org/C75553542","wikidata":"https://www.wikidata.org/wiki/Q178161","display_name":"A priori and a posteriori","level":2,"score":0.5023071765899658},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.46739065647125244},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4600316286087036},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.44854918122291565},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.3036046028137207},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.27599766850471497},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.27553674578666687},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.24598991870880127},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18287289142608643},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.11259579658508301},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","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":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":true},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","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":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.3233/shti190037","is_oa":false,"landing_page_url":"https://doi.org/10.3233/shti190037","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},{"id":"pmid:31349286","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31349286","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":"Studies in health technology and informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.7200000286102295,"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/W2390051172","https://openalex.org/W2297208791","https://openalex.org/W2367209111","https://openalex.org/W2351000793","https://openalex.org/W2366790077","https://openalex.org/W3012205960","https://openalex.org/W2348276166","https://openalex.org/W3034345083","https://openalex.org/W2607264580","https://openalex.org/W1483188779"],"abstract_inverted_index":{"The":[0,41],"aim":[1],"is":[2,136],"to":[3,25,69,124],"recognize":[4],"the":[5,30,48,63,73,77,82,105,110,125,131,144],"unknown":[6,74],"atterns":[7],"in":[8,22,29,51,81],"a":[9,19,96],"real":[10],"breast":[11,85],"cancer":[12,86,139],"dataset":[13],"using":[14,47],"data":[15,28,33,134],"mining":[16,135],"algorithms":[17],"as":[18],"new":[20],"method":[21],"medicine.":[23],"Due":[24,123],"excessive":[26],"missing":[27,43],"collection":[31],"only":[32],"on":[34],"665":[35],"of":[36,84,99,128,133,148],"809":[37],"patients":[38],"were":[39,45],"available.":[40],"other":[42],"values":[44],"estimated":[46],"EM":[49],"algorithm":[50,65,107],"SPSS21":[52],"software.":[53],"Fields":[54],"have":[55,118],"been":[56,67,119],"converted":[57],"into":[58],"discrete":[59],"fields":[60],"and":[61,71,89,108,121],"finally":[62],"APRIORI":[64,106],"has":[66],"used":[68],"analyze":[70],"explore":[72],"patterns.":[75],"After":[76],"rule":[78],"extraction,":[79],"experts":[80],"field":[83],"eliminated":[87],"redundant":[88],"meaningless":[90],"relations.":[91],"100":[92],"association":[93],"rules":[94],"with":[95],"confidence":[97],"value":[98],"more":[100],"than":[101],"0.9":[102],"explored":[103],"by":[104],"after":[109],"clinical":[111,150],"expert":[112],"feedback,":[113],"10":[114],"clinically":[115],"meaningful":[116],"relations":[117],"detected":[120],"reported.":[122],"high":[126],"number":[127],"risk":[129],"factors,":[130],"use":[132],"effective":[137],"for":[138],"data.":[140],"These":[141],"patterns":[142],"provide":[143],"future":[145],"study":[146],"hypotheses":[147],"specific":[149],"studies.":[151]},"counts_by_year":[{"year":2021,"cited_by_count":2}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}