{"id":"https://openalex.org/W3091728508","doi":"https://doi.org/10.1109/eit48999.2020.9208315","title":"Comparative Study of Machine Learning Algorithms using a Breast Cancer Dataset","display_name":"Comparative Study of Machine Learning Algorithms using a Breast Cancer Dataset","publication_year":2020,"publication_date":"2020-07-01","ids":{"openalex":"https://openalex.org/W3091728508","doi":"https://doi.org/10.1109/eit48999.2020.9208315","mag":"3091728508"},"language":"en","primary_location":{"id":"doi:10.1109/eit48999.2020.9208315","is_oa":false,"landing_page_url":"https://doi.org/10.1109/eit48999.2020.9208315","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Electro Information Technology (EIT)","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/A5040311060","display_name":"Zaid A. El-Shair","orcid":"https://orcid.org/0000-0001-9518-2828"},"institutions":[{"id":"https://openalex.org/I4210130704","display_name":"University of Michigan\u2013Dearborn","ror":"https://ror.org/035wtm547","country_code":"US","type":"education","lineage":["https://openalex.org/I4210130704"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Zaid A. El-Shair","raw_affiliation_strings":["University of Michigan - Dearborn, Dearborn, Michigan"],"affiliations":[{"raw_affiliation_string":"University of Michigan - Dearborn, Dearborn, Michigan","institution_ids":["https://openalex.org/I4210130704"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022123065","display_name":"Luis Alejandro S\u00e1nchez-P\u00e9rez","orcid":"https://orcid.org/0000-0001-9134-907X"},"institutions":[{"id":"https://openalex.org/I4210130704","display_name":"University of Michigan\u2013Dearborn","ror":"https://ror.org/035wtm547","country_code":"US","type":"education","lineage":["https://openalex.org/I4210130704"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Luis A. Sanchez-Perez","raw_affiliation_strings":["University of Michigan - Dearborn, Dearborn, Michigan"],"affiliations":[{"raw_affiliation_string":"University of Michigan - Dearborn, Dearborn, Michigan","institution_ids":["https://openalex.org/I4210130704"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074948543","display_name":"Samir A. Rawashdeh","orcid":"https://orcid.org/0000-0002-3473-6978"},"institutions":[{"id":"https://openalex.org/I4210130704","display_name":"University of Michigan\u2013Dearborn","ror":"https://ror.org/035wtm547","country_code":"US","type":"education","lineage":["https://openalex.org/I4210130704"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Samir A. Rawashdeh","raw_affiliation_strings":["University of Michigan - Dearborn, Dearborn, Michigan"],"affiliations":[{"raw_affiliation_string":"University of Michigan - Dearborn, Dearborn, Michigan","institution_ids":["https://openalex.org/I4210130704"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5040311060"],"corresponding_institution_ids":["https://openalex.org/I4210130704"],"apc_list":null,"apc_paid":null,"fwci":0.9279,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.80670361,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"500","last_page":"508"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9994999766349792,"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"}},"topics":[{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9994999766349792,"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":0.993399977684021,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9793999791145325,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/breast-cancer","display_name":"Breast cancer","score":0.7298673391342163},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.7032657265663147},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.652133047580719},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6314138770103455},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5685966610908508},{"id":"https://openalex.org/keywords/cause-of-death","display_name":"Cause of death","score":0.5340083837509155},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4791407287120819},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.37316417694091797},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.16523605585098267},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.0868227481842041}],"concepts":[{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.7298673391342163},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.7032657265663147},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.652133047580719},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6314138770103455},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5685966610908508},{"id":"https://openalex.org/C29374701","wikidata":"https://www.wikidata.org/wiki/Q1931388","display_name":"Cause of death","level":3,"score":0.5340083837509155},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4791407287120819},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.37316417694091797},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.16523605585098267},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.0868227481842041}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/eit48999.2020.9208315","is_oa":false,"landing_page_url":"https://doi.org/10.1109/eit48999.2020.9208315","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Electro Information Technology (EIT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.8500000238418579,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W2023468277","https://openalex.org/W2025302387","https://openalex.org/W2145008894","https://openalex.org/W2204290413","https://openalex.org/W2579213716","https://openalex.org/W2787376973","https://openalex.org/W2787667267","https://openalex.org/W2889646458","https://openalex.org/W3120740533"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W2053286651","https://openalex.org/W2181743346","https://openalex.org/W2187401768","https://openalex.org/W2181413294","https://openalex.org/W2989452537","https://openalex.org/W2052122378","https://openalex.org/W2112020783"],"abstract_inverted_index":{"Cancer,":[0],"in":[1,52,81],"general,":[2],"is":[3,24,33,50,79,125],"considered":[4],"to":[5,16,86,109,127,145],"be":[6,58],"one":[7],"of":[8,12,28,41,48,117],"the":[9,17,25,34,53,84,131,147,156],"highest":[10],"causes":[11],"death":[13,29],"worldwide.":[14],"According":[15],"Global":[18],"Cancer":[19,123],"statistics,":[20],"breast":[21],"cancer,":[22],"which":[23,68,134],"leading":[26],"cause":[27],"for":[30,83],"women":[31],"overall,":[32],"second":[35],"most":[36,148],"diagnosed":[37,59],"cancer":[38],"with":[39,138],"11.6%":[40],"all":[42],"positive":[43],"cases.":[44],"Whenever":[45],"a":[46,62,65,88,111,115],"lump":[47],"mass":[49],"found":[51],"chest":[54],"area,":[55],"it":[56],"would":[57],"as":[60,72,93,95],"either":[61],"cancerous":[63],"or":[64,74],"non-cancerous":[66],"tumor,":[67],"are":[69,107,135],"also":[70],"known":[71],"malignant":[73],"benign,":[75],"respectively.":[76],"Proper":[77],"diagnosis":[78],"vital":[80],"order":[82],"patient":[85],"start":[87],"treatment":[89],"plan":[90],"and":[91,129,150,153],"recover":[92],"soon":[94],"possible.":[96],"In":[97],"this":[98],"paper,":[99],"we":[100],"compare":[101,154],"different":[102,132,142],"Machine":[103],"learning":[104],"algorithms":[105],"that":[106],"used":[108,126],"classify":[110],"patient's":[112],"tumor":[113],"using":[114,141],"set":[116],"features":[118],"provided.":[119],"Diagnostic":[120],"Wisconsin":[121],"Breast":[122],"Dataset":[124],"train":[128],"test":[130],"models":[133,152],"then":[136],"compared":[137],"each":[139],"other":[140],"classification":[143],"metrics":[144],"identify":[146],"robust":[149],"accurate":[151],"against":[155],"state-of-the-art":[157],"results.":[158]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}