{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,15]],"date-time":"2026-09-15T09:16:18Z","timestamp":1789463778564,"version":"build-2803163510"},"reference-count":30,"publisher":"IEEE","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018,7]]},"DOI":"10.1109\/cec.2018.8477663","type":"proceedings-article","created":{"date-parts":[[2018,10,23]],"date-time":"2018-10-23T00:33:13Z","timestamp":1540254793000},"page":"1-7","source":"Crossref","is-referenced-by-count":35,"title":["Predicting Diabetes Onset: An Ensemble Supervised Learning Approach"],"prefix":"10.1109","author":[{"given":"Nonso","family":"Nnamoko","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Abir","family":"Hussain","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"David","family":"England","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref30","author":"diabetes","year":"0","journal-title":"Diabetes Facts and Stats"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1006\/jcss.1997.1504"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1613\/jair.105"},{"key":"ref12","first-page":"63","article-title":"Evaluation of Filter and Wrapper Methods for Feature Selection in Supervised Machine Learning","author":"nnamoko","year":"2014","journal-title":"PGnet"},{"key":"ref13","first-page":"921","article-title":"Constructing Heterogeneous Committees Using Input Feature Grouping: Application to Economic Forecasting","volume":"12","author":"liao","year":"2000","journal-title":"Adv Neural Inf Process Syst"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1007\/3-540-48219-9_24"},{"key":"ref15","first-page":"15","article-title":"Human Expert-Level Performance on a Scientific Image Analysis Task by a System Using Combined Artificial Neural Networks","author":"cherkauer","year":"1996","journal-title":"Integrating Multiple Learned Models for Improving and Scaling Machine Learning Algorithms Wkshp 13th Nat Conf on Artificial Intelligence"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1080\/095400996116839"},{"key":"ref17","doi-asserted-by":"crossref","first-page":"278","DOI":"10.1109\/ICDAR.1995.598994","article-title":"Random Decision Forests","volume":"1","author":"kam ho","year":"1995","journal-title":"Proceedings of 3rd International Conference on Document Analysis and Recognition"},{"key":"ref18","doi-asserted-by":"crossref","first-page":"832","DOI":"10.1109\/34.709601","article-title":"The Random Subspace Method for Cosntructing Decision Forests","volume":"20","author":"ho","year":"1998","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"ref19","first-page":"37","article-title":"Combining Nearest Neighbor Classifiers Through Multiple Feature Subsets","author":"bay","year":"1998","journal-title":"Proceedings of the 17th International Conference on Machine Learning"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/UBMK.2017.8093539"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/34.58871"},{"key":"ref27","article-title":"Weighted k-Nearest-Neighbor Techniques and Ordinal Classification","volume":"386","author":"hechenbichler","year":"2004","journal-title":"Sonderforschungsbereich"},{"key":"ref3","author":"munoz","year":"0","journal-title":"Optimization and Machine Learning"},{"key":"ref6","first-page":"50","article-title":"Meta-classification Model for Diabetes onset forecast: a proof of concept","author":"nnamoko","year":"2014","journal-title":"IEEE International Conference on Bioinformatics and Biomedicine Workshops"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1007\/BF02295996"},{"key":"ref5","doi-asserted-by":"crossref","DOI":"10.1002\/9781118914564","author":"kuncheva","year":"2014","journal-title":"Combining Pattern Classifiers Methods and Algorithms"},{"key":"ref8","article-title":"Bayesian model averaging: A systematic review and conceptual classification","volume":"1509","author":"fragoso","year":"2015","journal-title":"ArXiv Preprint"},{"key":"ref7","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/3-540-45014-9_1","article-title":"Multiple Classifier Systems","volume":"1857","author":"dietterich","year":"2000","journal-title":"Lecture Notes in Computer Science"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/j.diabres.2013.11.001"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1007\/BF00058655"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/j.diabres.2013.11.002"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/IWFHR.2002.1030906"},{"key":"ref22","author":"lichman","year":"2013","journal-title":"UCI Machine Learning Repository"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/ICPR.1994.576920"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1613\/jair.953"},{"key":"ref23","first-page":"261","article-title":"Using the ADAP Learning Algorithm to Forecast the Onset of Diabetes Mellitus","author":"smith","year":"1988","journal-title":"Proc Annu Symp Comput Appl Med Care"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1210\/jc.2010-2756"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1145\/3828.3830"}],"event":{"name":"2018 IEEE Congress on Evolutionary Computation (CEC)","location":"Rio de Janeiro","start":{"date-parts":[[2018,7,8]]},"end":{"date-parts":[[2018,7,13]]}},"container-title":["2018 IEEE Congress on Evolutionary Computation (CEC)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/8466244\/8477640\/08477663.pdf?arnumber=8477663","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,9,6]],"date-time":"2023-09-06T07:51:34Z","timestamp":1693986694000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/8477663\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,7]]},"references-count":30,"URL":"https:\/\/doi.org\/10.1109\/cec.2018.8477663","relation":{},"subject":[],"published":{"date-parts":[[2018,7]]}}}