{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,8,5]],"date-time":"2025-08-05T12:41:34Z","timestamp":1754397694323,"version":"3.28.0"},"reference-count":59,"publisher":"IEEE","license":[{"start":{"date-parts":[[2019,7,1]],"date-time":"2019-07-01T00:00:00Z","timestamp":1561939200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2019,7,1]],"date-time":"2019-07-01T00:00:00Z","timestamp":1561939200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2019,7,1]],"date-time":"2019-07-01T00:00:00Z","timestamp":1561939200000},"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":[],"published-print":{"date-parts":[[2019,7]]},"DOI":"10.1109\/embc.2019.8856341","type":"proceedings-article","created":{"date-parts":[[2019,10,8]],"date-time":"2019-10-08T00:51:21Z","timestamp":1570495881000},"page":"3956-3959","source":"Crossref","is-referenced-by-count":9,"title":["Homogeneous and heterogeneous ensemble classification methods in diabetes disease: a review"],"prefix":"10.1109","author":[{"given":"Jose Luis","family":"Fernandez-Aleman","sequence":"first","affiliation":[]},{"given":"Juan M.","family":"Carrillo-de-Gea","sequence":"additional","affiliation":[]},{"given":"Mohamed","family":"Hosni","sequence":"additional","affiliation":[]},{"given":"Ali","family":"Idri","sequence":"additional","affiliation":[]},{"given":"Gines","family":"Garcia-Mateos","sequence":"additional","affiliation":[]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.5121\/acij.2015.6101"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/NABIC.2009.5393877"},{"key":"ref33","article-title":"Knowledge discovery in cardiology: a systematic literature review","author":"kadi","year":"2016","journal-title":"Int J Med Inform"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1016\/j.infsof.2011.09.002"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.5121\/ijitcs.2012.2103"},{"key":"ref30","first-page":"31","article-title":"Empirical study of bagging predictors on medical data","volume":"121","author":"liang","year":"2010","journal-title":"Proc Conf Res Practice Inf Technol Ser"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/LSP.2010.2053356"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-24674-9_17"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/CEC.2018.8477663"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1016\/j.cmpb.2011.03.018"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.4018\/JITR.2018040109"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1016\/j.jss.2016.05.016"},{"key":"ref29","first-page":"226","article-title":"An Efficient Rule-Based Classification of Diabetes Using ID3, C4.5, & CART Ensembles","author":"bashir","year":"2015","journal-title":"Proc - 12th Int Conf Front Inf Technol FIT 2014"},{"key":"ref2","first-page":"13","article-title":"2. Classification and Diagnosis of Diabetes?: Standards of Medical Care in Diabetes d 2018","volume":"41","author":"association","year":"2018"},{"year":"2019","key":"ref1","article-title":"WHO"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/ICMLA.2014.76"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1177\/1460458212446096"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2016.04.016"},{"key":"ref24","first-page":"1","article-title":"Tree-based classifier ensembles for early detection method of diabetes: an exploratory study","author":"tama","year":"2017","journal-title":"Artif Intell Rev"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1166\/jmihi.2015.1423"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2016.08.012"},{"key":"ref25","first-page":"84","article-title":"A comparative analysis of classification algorithms in diabetic retinopathy screening","volume":"2017","author":"mohammadian","year":"2017","journal-title":"2017 7th Int Conf Comput Knowl Eng ICCKE 2017"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbi.2015.12.001"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1109\/ICCIC.2010.5705773"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1016\/j.jss.2008.06.001"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1002\/smr.2117"},{"key":"ref57","first-page":"1","article-title":"An Overview of Classifier Fusion Methods","volume":"7","author":"ruta","year":"2000","journal-title":"Comput Inf Syst"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1201\/b12207"},{"journal-title":"International Diabetes Federation","year":"2017","author":"federation","key":"ref55"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2013.2294635"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/ICOIACT.2018.8350824"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1016\/j.imu.2016.02.001"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1016\/S0031-3203(01)00243-6"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2014.01.011"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/ICDMW.2006.1"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/IEMBS.2010.5626245"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1186\/s13755-016-0015-4"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/SmartCity.2015.157"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1177\/1932296814554260"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1177\/1932296817706375"},{"key":"ref17","first-page":"281","article-title":"Predicting the risk of diabetes in big data electronic health Records by using scalable random forest classification algorithm","author":"rallapalli","year":"2017","journal-title":"Proc - 2016 3rd Int Conf Adv Comput Commun Eng ICACCE 2016"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/Innovations.2013.6544406"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2013.05.024"},{"key":"ref4","doi-asserted-by":"crossref","first-page":"2215","DOI":"10.1016\/S0140-6736(10)60484-9","article-title":"Diabetes mellitus, fasting blood glucose concentration, and risk of vascular disease?: a collaborative meta-analysis of 102 prospective studies","volume":"375","author":"emerging","year":"2010","journal-title":"Lancet"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1053\/j.ajkd.2015.05.001"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/34.58871"},{"key":"ref5","first-page":"339","article-title":"Causes of vision loss worldwide, 1990 &#x2013; 2010?: a systematic analysis","author":"bourne","year":"2012"},{"key":"ref8","first-page":"1051","article-title":"Guidelines for performing Systematic Literature Reviews in Software Engineering","volume":"2","author":"kitchenham","year":"2007","journal-title":"Engineering"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1007\/BF00116037"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2013.12.023"},{"key":"ref9","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-031-01899-2","volume":"2","author":"seni","year":"2010","journal-title":"Ensemble Methods in Data Mining Improving Accuracy Through Combining Predictions"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1145\/3019612.3019784"},{"key":"ref45","doi-asserted-by":"crossref","first-page":"832","DOI":"10.1109\/34.709601","article-title":"The random subspace method for constructing decision forests","volume":"20","author":"ho","year":"1998","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"ref48","first-page":"12343e","article-title":"A comprehensive search for expert classification methods in disease diagnosis and prediction","author":"jha","year":"2018","journal-title":"Expert Syst"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1109\/CEC.2014.6900377"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/72.788640"},{"key":"ref41","first-page":"749628","article-title":"Face recognition using SURF features","volume":"8","author":"du","year":"2009"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1007\/BF00058655"},{"journal-title":"Statistical Learning Theory","year":"1998","author":"vapnik","key":"ref43"}],"event":{"name":"2019 41st Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","start":{"date-parts":[[2019,7,23]]},"location":"Berlin, Germany","end":{"date-parts":[[2019,7,27]]}},"container-title":["2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/8844528\/8856280\/08856341.pdf?arnumber=8856341","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,10,1]],"date-time":"2022-10-01T05:05:21Z","timestamp":1664600721000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/8856341\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,7]]},"references-count":59,"URL":"https:\/\/doi.org\/10.1109\/embc.2019.8856341","relation":{},"subject":[],"published":{"date-parts":[[2019,7]]}}}