{"id":"https://openalex.org/W4386214543","doi":"https://doi.org/10.1109/iscc58397.2023.10218211","title":"The Jeopardy of Learning from Over-Sampled Class-Imbalanced Medical Datasets","display_name":"The Jeopardy of Learning from Over-Sampled Class-Imbalanced Medical Datasets","publication_year":2023,"publication_date":"2023-07-09","ids":{"openalex":"https://openalex.org/W4386214543","doi":"https://doi.org/10.1109/iscc58397.2023.10218211"},"language":"en","primary_location":{"id":"doi:10.1109/iscc58397.2023.10218211","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscc58397.2023.10218211","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Symposium on Computers and Communications (ISCC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5032563975","display_name":"Ahmad B. Hassanat","orcid":"https://orcid.org/0000-0002-9991-304X"},"institutions":[{"id":"https://openalex.org/I21173400","display_name":"Mutah University","ror":"https://ror.org/008g9ns82","country_code":"JO","type":"education","lineage":["https://openalex.org/I21173400"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Ahmad Hassanat","raw_affiliation_strings":["Mutah University,Faculty of Information Technology,Karak,Jordan","Faculty of Information Technology, Mutah University, Karak, Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mutah University,Faculty of Information Technology,Karak,Jordan","institution_ids":["https://openalex.org/I21173400"]},{"raw_affiliation_string":"Faculty of Information Technology, Mutah University, Karak, Jordan","institution_ids":["https://openalex.org/I21173400"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089788790","display_name":"Ghada Altarawneh","orcid":"https://orcid.org/0000-0002-6110-3762"},"institutions":[{"id":"https://openalex.org/I21173400","display_name":"Mutah University","ror":"https://ror.org/008g9ns82","country_code":"JO","type":"education","lineage":["https://openalex.org/I21173400"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Ghada Altarawneh","raw_affiliation_strings":["Mutah University,Accounting department,Karak,Jordan","Accounting department, Mutah University, Karak, Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mutah University,Accounting department,Karak,Jordan","institution_ids":["https://openalex.org/I21173400"]},{"raw_affiliation_string":"Accounting department, Mutah University, Karak, Jordan","institution_ids":["https://openalex.org/I21173400"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062030366","display_name":"Ibraheem M. Alkhawaldeh","orcid":"https://orcid.org/0000-0002-0187-1583"},"institutions":[{"id":"https://openalex.org/I21173400","display_name":"Mutah University","ror":"https://ror.org/008g9ns82","country_code":"JO","type":"education","lineage":["https://openalex.org/I21173400"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Ibraheem M. Alkhawaldeh","raw_affiliation_strings":["Mutah University,Faculty of Medicine,Karak,Jordan","Faculty of Medicine, Mutah University, Karak, Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mutah University,Faculty of Medicine,Karak,Jordan","institution_ids":["https://openalex.org/I21173400"]},{"raw_affiliation_string":"Faculty of Medicine, Mutah University, Karak, Jordan","institution_ids":["https://openalex.org/I21173400"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081437141","display_name":"Yasmeen Jamal Alabdallat","orcid":"https://orcid.org/0000-0001-6855-3718"},"institutions":[{"id":"https://openalex.org/I157392197","display_name":"Hashemite University","ror":"https://ror.org/04a1r5z94","country_code":"JO","type":"education","lineage":["https://openalex.org/I157392197"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Yasmeen Jamal Alabdallat","raw_affiliation_strings":["Hashemite University,Faculty of Medicine,Zarqa,Jordan","Faculty of Medicine, Hashemite University, Zarqa, Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hashemite University,Faculty of Medicine,Zarqa,Jordan","institution_ids":["https://openalex.org/I157392197"]},{"raw_affiliation_string":"Faculty of Medicine, Hashemite University, Zarqa, Jordan","institution_ids":["https://openalex.org/I157392197"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013978386","display_name":"Amir F. Atiya","orcid":"https://orcid.org/0000-0001-8766-5600"},"institutions":[{"id":"https://openalex.org/I145487455","display_name":"Cairo University","ror":"https://ror.org/03q21mh05","country_code":"EG","type":"education","lineage":["https://openalex.org/I145487455"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Amir F. Atiya","raw_affiliation_strings":["Cairo University,Computer Engineering Department,Giza,Egypt","Computer Engineering Department, Cairo University, Giza, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cairo University,Computer Engineering Department,Giza,Egypt","institution_ids":["https://openalex.org/I145487455"]},{"raw_affiliation_string":"Computer Engineering Department, Cairo University, Giza, Egypt","institution_ids":["https://openalex.org/I145487455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040368019","display_name":"Ahmad A. Abujaber","orcid":"https://orcid.org/0000-0002-8704-4991"},"institutions":[{"id":"https://openalex.org/I49828101","display_name":"Hamad Medical Corporation","ror":"https://ror.org/02zwb6n98","country_code":"QA","type":"nonprofit","lineage":["https://openalex.org/I49828101"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Ahmad Abujaber","raw_affiliation_strings":["Hamad Medical Corp.,Doha,Qatar","Hamad Medical Corp., Doha, Qatar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hamad Medical Corp.,Doha,Qatar","institution_ids":["https://openalex.org/I49828101"]},{"raw_affiliation_string":"Hamad Medical Corp., Doha, Qatar","institution_ids":["https://openalex.org/I49828101"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108121027","display_name":"Ahmad S. Tarawneh","orcid":null},"institutions":[{"id":"https://openalex.org/I36622005","display_name":"Petra University","ror":"https://ror.org/039d9es10","country_code":"JO","type":"education","lineage":["https://openalex.org/I36622005"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Ahmad S. Tarawneh","raw_affiliation_strings":["University of Petra,Department of DS and AI,Amman,Jordan","Department of DS and AI, University of Petra, Amman, Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Petra,Department of DS and AI,Amman,Jordan","institution_ids":["https://openalex.org/I36622005"]},{"raw_affiliation_string":"Department of DS and AI, University of Petra, Amman, Jordan","institution_ids":["https://openalex.org/I36622005"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9998000264167786,"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/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9998000264167786,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9965000152587891,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9829999804496765,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/oversampling","display_name":"Oversampling","score":0.9968957901000977},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.8014611005783081},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6727420687675476},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.562969982624054},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5512415766716003},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3274112045764923}],"concepts":[{"id":"https://openalex.org/C197323446","wikidata":"https://www.wikidata.org/wiki/Q331222","display_name":"Oversampling","level":3,"score":0.9968957901000977},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.8014611005783081},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6727420687675476},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.562969982624054},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5512415766716003},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3274112045764923},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iscc58397.2023.10218211","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscc58397.2023.10218211","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Symposium on Computers and Communications (ISCC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5099999904632568,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":63,"referenced_works":["https://openalex.org/W123443654","https://openalex.org/W125763370","https://openalex.org/W157007071","https://openalex.org/W191726569","https://openalex.org/W795388544","https://openalex.org/W1496056137","https://openalex.org/W1597870463","https://openalex.org/W1965365402","https://openalex.org/W1967127231","https://openalex.org/W1970337045","https://openalex.org/W1970665788","https://openalex.org/W1982165141","https://openalex.org/W1993220166","https://openalex.org/W1997254720","https://openalex.org/W2020858209","https://openalex.org/W2028407490","https://openalex.org/W2033917791","https://openalex.org/W2046989940","https://openalex.org/W2058646532","https://openalex.org/W2087240369","https://openalex.org/W2104167780","https://openalex.org/W2104933073","https://openalex.org/W2107138773","https://openalex.org/W2109509105","https://openalex.org/W2117190680","https://openalex.org/W2123969444","https://openalex.org/W2132791018","https://openalex.org/W2139986471","https://openalex.org/W2146369703","https://openalex.org/W2148143831","https://openalex.org/W2150088099","https://openalex.org/W2150559772","https://openalex.org/W2167464971","https://openalex.org/W2188850503","https://openalex.org/W2295209199","https://openalex.org/W2490420619","https://openalex.org/W2724494584","https://openalex.org/W2774072613","https://openalex.org/W2803396742","https://openalex.org/W2806416578","https://openalex.org/W2908465383","https://openalex.org/W2956251445","https://openalex.org/W3034988532","https://openalex.org/W3087084215","https://openalex.org/W3097560591","https://openalex.org/W3098996042","https://openalex.org/W3109878163","https://openalex.org/W3137501664","https://openalex.org/W3144354315","https://openalex.org/W3153144672","https://openalex.org/W3160709615","https://openalex.org/W3199287383","https://openalex.org/W3205337617","https://openalex.org/W4205987535","https://openalex.org/W4206583062","https://openalex.org/W4210364758","https://openalex.org/W4221120298","https://openalex.org/W4226084339","https://openalex.org/W4294560305","https://openalex.org/W4297538173","https://openalex.org/W4313555233","https://openalex.org/W4315837307","https://openalex.org/W6603413705"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W2953675148","https://openalex.org/W2300921526","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694"],"abstract_inverted_index":{"The":[0],"usefulness":[1],"of":[2,60,81],"the":[3,23,34,50,54,61,75,82,87,93,114],"oversampling":[4,24,41,83,96],"approach":[5],"to":[6,33,44,49,74,133],"class-imbalanced":[7],"structured":[8],"medical":[9,63,123],"datasets":[10,64],"is":[11,117],"discussed":[12],"in":[13,122],"this":[14,17,46],"paper.":[15],"In":[16],"regard,":[18],"we":[19,100],"basically":[20],"look":[21],"into":[22],"approach's":[25],"prevailing":[26],"assumption":[27],"that":[28,70,102,109],"synthesized":[29],"instances":[30,105],"do":[31,145],"belong":[32],"minority":[35,76,115],"class.":[36],"We":[37],"used":[38,65],"an":[39],"off-the-shelf":[40],"validation":[42,55],"system":[43],"test":[45],"assumption.":[47],"According":[48],"experimental":[51],"results":[52],"from":[53],"system,":[56],"at":[57],"least":[58],"one":[59],"three":[62],"had":[66],"newly":[67],"generated":[68],"samples":[69],"were":[71],"not":[72,146],"belonging":[73],"class":[77,116],"as":[78],"a":[79,118],"result":[80],"methods":[84],"validated.":[85],"Additionally,":[86],"error":[88],"rate":[89],"varied":[90],"based":[91],"on":[92],"dataset":[94],"and":[95,138],"method":[97],"tested.":[98],"Therefore,":[99],"claim":[101],"synthesizing":[103],"new":[104],"without":[106],"first":[107],"confirming":[108],"they":[110,144],"are":[111,141],"aligned":[112],"with":[113],"risky":[119],"approach,":[120],"especially":[121],"fields":[124],"where":[125],"misdiagnosis":[126],"can":[127],"have":[128],"serious":[129],"repercussions.":[130],"As":[131],"alternatives":[132],"oversampling,":[134],"ensemble,":[135],"data":[136],"partitioning,":[137],"method-level":[139],"approaches":[140],"advised":[142],"since":[143],"make":[147],"false":[148],"assumptions.":[149]},"counts_by_year":[{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}