{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,7]],"date-time":"2026-02-07T19:14:16Z","timestamp":1770491656428,"version":"3.49.0"},"reference-count":70,"publisher":"Informa UK Limited","issue":"4","funder":[{"name":"Ege University Scientific Research Projects Coordination Unit"}],"content-domain":{"domain":["www.tandfonline.com"],"crossmark-restriction":true},"short-container-title":["Communications in Statistics - Simulation and Computation"],"published-print":{"date-parts":[[2024,4,2]]},"DOI":"10.1080\/03610918.2022.2053717","type":"journal-article","created":{"date-parts":[[2022,3,24]],"date-time":"2022-03-24T20:56:26Z","timestamp":1648155386000},"page":"1657-1677","update-policy":"https:\/\/doi.org\/10.1080\/tandf_crossmark_01","source":"Crossref","is-referenced-by-count":8,"title":["Effect of data preprocessing on ensemble learning for classification in disease diagnosis"],"prefix":"10.1080","volume":"53","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-0534-1173","authenticated-orcid":false,"given":"Y\u00fcksel","family":"\u00d6zkan","sequence":"first","affiliation":[{"name":"Department of Biostatistics and Medical Informatics, Faculty of Medicine, Ege University, Izmir, Turkey"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8848-7340","authenticated-orcid":false,"given":"Mert","family":"Demirarslan","sequence":"additional","affiliation":[{"name":"Department of Biostatistics and Medical Informatics, Faculty of Medicine, Ege University, Izmir, Turkey"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6872-9901","authenticated-orcid":false,"given":"Asl\u0131","family":"Suner","sequence":"additional","affiliation":[{"name":"Department of Biostatistics and Medical Informatics, Faculty of Medicine, Ege University, Izmir, Turkey"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"301","published-online":{"date-parts":[[2022,3,24]]},"reference":[{"key":"e_1_3_1_2_1","doi-asserted-by":"publisher","DOI":"10.1111\/j.1741-3737.2005.00191.x"},{"key":"e_1_3_1_3_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-17103-1_60"},{"key":"e_1_3_1_4_1","doi-asserted-by":"publisher","DOI":"10.13053\/rcs-138-1-4"},{"key":"e_1_3_1_5_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00500-008-0323-y"},{"key":"e_1_3_1_6_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0179805"},{"key":"e_1_3_1_7_1","doi-asserted-by":"publisher","DOI":"10.4135\/9781412985079"},{"key":"e_1_3_1_8_1","doi-asserted-by":"publisher","DOI":"10.1093\/bioinformatics\/btn356"},{"key":"e_1_3_1_9_1","doi-asserted-by":"publisher","DOI":"10.1098\/rsta.2017.0350"},{"key":"e_1_3_1_10_1","doi-asserted-by":"publisher","DOI":"10.1111\/j.1467-842X.2001.tb00294.x"},{"key":"e_1_3_1_11_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0031-3203(96)00142-2"},{"key":"e_1_3_1_12_1","doi-asserted-by":"publisher","DOI":"10.1023\/A:1010933404324"},{"key":"e_1_3_1_13_1","doi-asserted-by":"publisher","DOI":"10.1613\/jair.606"},{"key":"e_1_3_1_14_1","doi-asserted-by":"publisher","DOI":"10.1002\/(SICI)1097-4571(199401)45:1<12::AID-ASI2>3.0.CO;2-L"},{"key":"e_1_3_1_15_1","doi-asserted-by":"publisher","DOI":"10.1613\/jair.953"},{"key":"e_1_3_1_16_1","doi-asserted-by":"publisher","DOI":"10.1056\/NEJMp1702071"},{"key":"e_1_3_1_17_1","doi-asserted-by":"publisher","DOI":"10.1177\/001316446002000104"},{"key":"e_1_3_1_18_1","doi-asserted-by":"publisher","DOI":"10.1007\/3-540-45014-9_1"},{"key":"e_1_3_1_19_1","doi-asserted-by":"publisher","DOI":"10.1186\/2193-1801-2-222"},{"key":"e_1_3_1_20_1","doi-asserted-by":"publisher","DOI":"10.4236\/jilsa.2017.91001"},{"key":"e_1_3_1_21_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2013.01.018"},{"key":"e_1_3_1_22_1","doi-asserted-by":"publisher","DOI":"10.1002\/bimj.200410135"},{"issue":"2","key":"e_1_3_1_23_1","first-page":"137","article-title":"Alleviating classification problem of imbalanced dataset","volume":"6","author":"Folorunso S. O","year":"2013","unstructured":"Folorunso, S. O, and A. B. Adeyemo. 2013. Alleviating classification problem of imbalanced dataset. African Journal of Computing & ICT 6 (2):137\u201344.","journal-title":"African Journal of Computing & ICT"},{"key":"e_1_3_1_24_1","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2013.2292894"},{"key":"e_1_3_1_25_1","doi-asserted-by":"publisher","DOI":"10.1214\/aos\/1013203451"},{"key":"e_1_3_1_26_1","doi-asserted-by":"publisher","DOI":"10.1214\/aos\/1016218223"},{"key":"e_1_3_1_27_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-16239-8_2"},{"key":"e_1_3_1_28_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-017-18564-8"},{"issue":"2","key":"e_1_3_1_29_1","first-page":"627","article-title":"Receiver operating characteristic (ROC) curve analysis for medical diagnostic test evaluation","volume":"4","author":"Hajian-Tilaki K.","year":"2013","unstructured":"Hajian-Tilaki, K. 2013. Receiver operating characteristic (ROC) curve analysis for medical diagnostic test evaluation. Caspian Journal of Internal Medicine 4 (2):627\u201335.","journal-title":"Caspian Journal of Internal Medicine"},{"key":"e_1_3_1_30_1","doi-asserted-by":"publisher","DOI":"10.1109\/34.709601"},{"key":"e_1_3_1_31_1","doi-asserted-by":"publisher","DOI":"10.1109\/WCSE.2009.756"},{"key":"e_1_3_1_32_1","doi-asserted-by":"publisher","DOI":"10.1353\/pbm.2011.0015"},{"key":"e_1_3_1_33_1","doi-asserted-by":"publisher","DOI":"10.4097\/kjae.2013.64.5.402"},{"key":"e_1_3_1_34_1","doi-asserted-by":"publisher","DOI":"10.1186\/1472-6947-11-51"},{"key":"e_1_3_1_35_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0933-3657(01)00077-X"},{"key":"e_1_3_1_36_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-010-9192-8"},{"key":"e_1_3_1_37_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2017.10.028"},{"key":"e_1_3_1_38_1","doi-asserted-by":"publisher","DOI":"10.1017\/S1351324917000298"},{"issue":"8","key":"e_1_3_1_39_1","first-page":"5","article-title":"An efficient ensemble based classification techniques for medical diagnosis","volume":"2","author":"Kumar G. R.","year":"2013","unstructured":"Kumar, G. R., V. S. Kongara, and G. A. Ramachandra. 2013. An efficient ensemble based classification techniques for medical diagnosis. International Journal of Latest Technology in Engineering, Management & Applied Science 2 (8):5\u20139. Accessed July 5, 2019. https:\/\/www.academia.edu\/35248870\/An_Efficient_Ensemble_Based_Classification_Techniques_for_Medical_Diagnosis.","journal-title":"International Journal of Latest Technology in Engineering, Management & Applied Science"},{"key":"e_1_3_1_40_1","doi-asserted-by":"publisher","DOI":"10.5121\/ijitcs.2012.2103"},{"key":"e_1_3_1_41_1","doi-asserted-by":"publisher","DOI":"10.4135\/9781412985079"},{"key":"e_1_3_1_42_1","doi-asserted-by":"publisher","DOI":"10.2307\/1165119"},{"key":"e_1_3_1_43_1","unstructured":"Liu A. Y. C. 2004. The effect of oversampling and undersampling on classifying imbalanced text datasets (Doctoral dissertation University of Texas at Austin)."},{"key":"e_1_3_1_44_1","doi-asserted-by":"publisher","DOI":"10.1007\/b107408"},{"key":"e_1_3_1_45_1","doi-asserted-by":"publisher","DOI":"10.11613\/BM.2012.031"},{"key":"e_1_3_1_46_1","doi-asserted-by":"publisher","DOI":"10.2307\/1165119"},{"key":"e_1_3_1_47_1","doi-asserted-by":"publisher","DOI":"10.1016\/J.ARTMED.2007.07.003"},{"key":"e_1_3_1_48_1","doi-asserted-by":"publisher","DOI":"10.32614\/RJ-2017-027"},{"key":"e_1_3_1_49_1","doi-asserted-by":"publisher","DOI":"10.1056\/NEJMp1606181"},{"key":"e_1_3_1_50_1","doi-asserted-by":"publisher","DOI":"10.1080\/08839514.2016.1193719"},{"key":"e_1_3_1_51_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2016.09.218"},{"key":"e_1_3_1_52_1","doi-asserted-by":"publisher","DOI":"10.1007\/BF00993309"},{"key":"e_1_3_1_53_1","doi-asserted-by":"publisher","DOI":"10.1177\/096228029900800102"},{"key":"e_1_3_1_54_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41746-019-0148-3"},{"key":"e_1_3_1_55_1","doi-asserted-by":"publisher","DOI":"10.1037\/1082-989X.6.4.317"},{"key":"e_1_3_1_56_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0169-7161(04)24011-1"},{"key":"e_1_3_1_57_1","doi-asserted-by":"publisher","DOI":"10.1126\/science.3287615"},{"key":"e_1_3_1_58_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0155705"},{"key":"e_1_3_1_59_1","unstructured":"UCI. 2019. UC Irvine Machine Learning Repository. Center for Machine Learning and Intelligent Systems. Accessed July 27 2019. https:\/\/archive.ics.uci.edu\/ml\/index.php."},{"key":"e_1_3_1_60_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10489-009-0194-7"},{"key":"e_1_3_1_61_1","doi-asserted-by":"publisher","DOI":"10.1109\/69.404034"},{"key":"e_1_3_1_62_1","doi-asserted-by":"publisher","DOI":"10.1016\/J.THERIOGENOLOGY.2010.01.003"},{"key":"e_1_3_1_63_1","doi-asserted-by":"publisher","DOI":"10.1002\/1521-3773(20010316)40:6<9823::AID-ANIE9823>3.3.CO;2-C"},{"key":"e_1_3_1_64_1","doi-asserted-by":"publisher","DOI":"10.1109\/TSMCA.2008.923034"},{"key":"e_1_3_1_65_1","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2018.2807121"},{"key":"e_1_3_1_66_1","doi-asserted-by":"publisher","DOI":"10.4018\/jdwm.2012040103"},{"key":"e_1_3_1_67_1","doi-asserted-by":"publisher","DOI":"10.2174\/157489310794072508"},{"key":"e_1_3_1_68_1","doi-asserted-by":"publisher","DOI":"10.1002\/1097-0142(1950)3:1<32::AID-CNCR2820030106>3.0.CO;2-3"},{"key":"e_1_3_1_69_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-016-2342-4"},{"key":"e_1_3_1_70_1","doi-asserted-by":"publisher","DOI":"10.21037\/atm.2019.03.29"},{"key":"e_1_3_1_71_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-004-0751-8"}],"container-title":["Communications in Statistics - Simulation and Computation"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.tandfonline.com\/doi\/pdf\/10.1080\/03610918.2022.2053717","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,19]],"date-time":"2024-03-19T10:16:26Z","timestamp":1710843386000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.tandfonline.com\/doi\/full\/10.1080\/03610918.2022.2053717"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,3,24]]},"references-count":70,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2024,4,2]]}},"alternative-id":["10.1080\/03610918.2022.2053717"],"URL":"https:\/\/doi.org\/10.1080\/03610918.2022.2053717","relation":{},"ISSN":["0361-0918","1532-4141"],"issn-type":[{"value":"0361-0918","type":"print"},{"value":"1532-4141","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,3,24]]},"assertion":[{"value":"The publishing and review policy for this title is described in its Aims & Scope.","order":1,"name":"peerreview_statement","label":"Peer Review Statement"},{"value":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=lssp20","URL":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=lssp20","order":2,"name":"aims_and_scope_url","label":"Aim & Scope"},{"value":"2021-02-04","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2022-03-09","order":1,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2022-03-24","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}