{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,20]],"date-time":"2026-10-20T16:55:28Z","timestamp":1792515328238,"version":"4.5.0"},"reference-count":51,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"1","license":[{"start":{"date-parts":[[2020,1,1]],"date-time":"2020-01-01T00:00:00Z","timestamp":1577836800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2020,1,1]],"date-time":"2020-01-01T00:00:00Z","timestamp":1577836800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2020,1,1]],"date-time":"2020-01-01T00:00:00Z","timestamp":1577836800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE J. Biomed. Health Inform."],"published-print":{"date-parts":[[2020,1]]},"DOI":"10.1109\/jbhi.2019.2899218","type":"journal-article","created":{"date-parts":[[2019,2,13]],"date-time":"2019-02-13T19:46:56Z","timestamp":1550087216000},"page":"235-246","source":"Crossref","is-referenced-by-count":105,"title":["Discovering the Type 2 Diabetes in Electronic Health Records Using the Sparse Balanced Support Vector Machine"],"prefix":"10.1109","volume":"24","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-4035-1115","authenticated-orcid":false,"given":"Michele","family":"Bernardini","sequence":"first","affiliation":[{"name":"Department of Information Engineering, Universit&#x00E0; Politecnica delle Marche, Ancona, Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1707-0147","authenticated-orcid":false,"given":"Luca","family":"Romeo","sequence":"additional","affiliation":[{"name":"Department of Information Engineering, Universit&#x00E0; Politecnica delle Marche, Ancona, Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Paolo","family":"Misericordia","sequence":"additional","affiliation":[{"name":"Federazione Italiana Medici di Medicina Generale, Rome, Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8893-9244","authenticated-orcid":false,"given":"Emanuele","family":"Frontoni","sequence":"additional","affiliation":[{"name":"Department of Information Engineering, Universit&#x00E0; Politecnica delle Marche, Ancona, Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"crossref","first-page":"61","DOI":"10.7551\/mitpress\/1113.003.0008","article-title":"Probabilistic outputs for support vector machines and comparison to regularized likelihood methods","author":"platt","year":"2000","journal-title":"Advances in Large Margin Classifiers"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/JSTSP.2007.910281"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1201\/b18401"},{"key":"ref32","first-page":"82","article-title":"Feature selection via concave minimization and support vector machines","volume":"98","author":"bradley","year":"1998","journal-title":"Proc Int Conf Mach Learn"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1111\/j.2517-6161.1996.tb02080.x"},{"key":"ref30","first-page":"49","article-title":"1-norm support vector machines","author":"zhu","year":"2004","journal-title":"Proc Advances Neural Inf Process Syst"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1002\/cpa.20042"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.7551\/mitpress\/8996.001.0001"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1137\/050626090"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/TSP.2009.2016892"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/TSP.2009.2036071"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2018.11.099"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1007\/BF00994018"},{"key":"ref2","year":"2017","journal-title":"IDF Diabetes ATLAS"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1002\/(SICI)1096-9136(199807)15:7<539::AID-DIA668>3.0.CO;2-S"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2016.04.016"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2016.2614991"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1186\/1472-6947-10-16"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1155\/2015\/294985"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1613\/jair.953"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1198\/016214501753382273"},{"key":"ref25","first-page":"1121","article-title":"A sparse support vector machine approach to region-based image categorization","volume":"1","author":"bi","year":"2005","journal-title":"Proc IEEE Comput Soc Conf Comput Vis Pattern Recognit"},{"key":"ref50","author":"bishop","year":"2006","journal-title":"Pattern Recognition and Machine Learning (Information Science and Statistics)"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1016\/j.jspi.2009.10.015"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1056\/NEJMp1006114"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1056\/NEJMp1606181"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1145\/1007730.1007733"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2017.2767063"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1145\/3233231"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-32703-7_160"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbi.2014.11.013"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1016\/j.artmed.2007.09.005"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1016\/j.artmed.2007.07.002"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijmedinf.2016.09.014"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1023\/A:1025667309714"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.7326\/0003-4819-144-10-200605160-00125"},{"key":"ref3","year":"2016","journal-title":"Global report on Diabetes"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1001\/archinternmed.2008.520"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1001\/archinte.163.12.1409"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1377\/hlthaff.28.2.323"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1377\/hlthaff.28.2.357"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1530\/EJE-14-1163"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1056\/NEJMp0901592"},{"key":"ref46","first-page":"2079","article-title":"On over-fitting in model selection and subsequent selection bias in performance evaluation","volume":"11","author":"cawley","year":"2010","journal-title":"J Mach Learn Res"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/TIT.2009.2027527"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1210\/jc.2015-2696"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2017.00062"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1214\/aos\/1028144844"},{"key":"ref41","first-page":"42","article-title":"An overview of classification algorithms for imbalanced datasets","volume":"2","author":"ganganwar","year":"2012","journal-title":"Int J Emerg Technol Adv Eng"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1016\/j.ymeth.2014.06.011"},{"key":"ref43","article-title":"Medical concept representation learning from electronic health records and its application on heart failure prediction","author":"choi","year":"2016"}],"container-title":["IEEE Journal of Biomedical and Health Informatics"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6221020\/8949677\/08641396.pdf?arnumber=8641396","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,1,15]],"date-time":"2025-01-15T20:05:43Z","timestamp":1736971543000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/8641396\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,1]]},"references-count":51,"journal-issue":{"issue":"1"},"URL":"https:\/\/doi.org\/10.1109\/jbhi.2019.2899218","relation":{},"ISSN":["2168-2194","2168-2208"],"issn-type":[{"value":"2168-2194","type":"print"},{"value":"2168-2208","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,1]]}}}