{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,20]],"date-time":"2026-08-20T15:08:27Z","timestamp":1787238507927,"version":"build-2736575974"},"reference-count":54,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2026]]},"DOI":"10.1109\/access.2026.3684370","type":"journal-article","created":{"date-parts":[[2026,4,16]],"date-time":"2026-04-16T19:54:13Z","timestamp":1776369253000},"page":"61238-61261","source":"Crossref","is-referenced-by-count":1,"title":["Enhancing Model Stability for Obesity Risk Classification Through Targeted Hyperparameter Optimization and Robust Scaling Against Outliers"],"prefix":"10.1109","volume":"14","author":[{"given":"Sinem","family":"Ceylan","sequence":"first","affiliation":[{"name":"Computer Engineering Department, Faculty of Engineering, K&#x00FC;tahya Dumlup&#x0131;nar University, K&#x00FC;tahya, T&#x00FC;rkiye"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Soydan","family":"Sertta\u015f","sequence":"additional","affiliation":[{"name":"Computer Engineering Department, Faculty of Engineering, K&#x00FC;tahya Dumlup&#x0131;nar University, K&#x00FC;tahya, T&#x00FC;rkiye"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8482-2412","authenticated-orcid":false,"given":"\u00c7i\u011fdem","family":"Bak\u0131r","sequence":"additional","affiliation":[{"name":"Software Engineering Department, Faculty of Engineering, K&#x00FC;tahya Dumlup&#x0131;nar University, K&#x00FC;tahya, T&#x00FC;rkiye"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hasan","family":"Temurta\u015f","sequence":"additional","affiliation":[{"name":"Computer Engineering Department, Faculty of Engineering, K&#x00FC;tahya Dumlup&#x0131;nar University, K&#x00FC;tahya, T&#x00FC;rkiye"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijmedinf.2025.105887"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2021.104754"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.3390\/medicina61020358"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-97-4533-3_10"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1016\/j.numecd.2024.05.020"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.2196\/40589"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1186\/s12916-024-03402-2"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.3389\/fdata.2024.1469981"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1140\/epjs\/s11734-025-01620-0"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.56286\/4patch899"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1007\/s41060-023-00491-9"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2025.3530840"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.3390\/electronics14173445"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.3390\/jpm14080816"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.ecoenv.2025.118457"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/ICTIIA61827.2024.10761704"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/ICCIAA65327.2025.11013717"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1140\/epjs\/s11734-025-01603-1"},{"issue":"2","key":"ref19","first-page":"64","article-title":"Evaluating the accuracy of obesity classification with tree-based models: Decision trees, random forests, and gradient boosting","volume":"1","author":"Vidiasari","year":"2025","journal-title":"J. Digit. Health Innov. Med. Technol."},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.14569\/IJACSA.2025.0160440"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.37034\/infeb.v7i1.1089"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.35145\/jabt.v6i3.201"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.5120\/ijca2023923040"},{"key":"ref24","volume-title":"Hands-on Machine Learning With Scikit-Learn, Keras, and TensorFlow","author":"G\u00e9ron","year":"2022"},{"issue":"4","key":"ref25","first-page":"1111","article-title":"QSAR\/QSPR \u00e7oklu s\u00fdn\u00fdfland\u00fdrmas\u00fdnda veri k\u00fcmesi boyutu ve eoitim\/test b\u00f6lme oranlar\u00fdn\u00fdn etkisi","volume":"26","author":"R\u00e1cz","year":"2021","journal-title":"Molek\u00fcller"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.7717\/peerj-cs.2245"},{"key":"ref27","first-page":"2825","article-title":"Scikit-learn: Python\u2019da makine \u00f6orenimi","volume":"12","author":"Pedregosa","year":"2011","journal-title":"Makine \u00f6orenimi Ara\u015ft\u00fdrmalar\u00fd Dergisi"},{"issue":"2","key":"ref28","article-title":"\u00d6zel veri K\u00fcmeleriyle \u00f6nceden Eoitilmip Modellerin Performans\u00fd \u00dczerindeki Eoitim\/test B\u00f6lme Oran\u00fdn\u00fdn Etkisinin Ara\u015ft\u00fdr\u00fdlmas\u00fd","volume":"15","author":"Bichri","year":"2024","journal-title":"Uluslararas\u00fd Geli\u015fmi\u015f Bilgisayar Bilimi ve Uygulamalar\u00fd Dergisi"},{"key":"ref29","volume-title":"Data Mining: Concepts and Techniques","author":"Han","year":"2022"},{"key":"ref30","volume-title":"Data Mining for Business Analytics: Concepts, Techniques, and Applications With JMP Pro","author":"Shmueli","year":"2016"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1111\/j.1467-985X.2004.298_11.x"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.33484\/sinopfbd.1445215"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1613\/jair.953"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1023\/A:1022643204877"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.29172\/7c2a6982-6d72-4cd8-bba6-2fccb06a7011"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1007\/978-0-387-45528-0"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1007\/BF00994018"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.2307\/2699986"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.52465\/joscex.v5i1.308"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/ICoDSA67155.2025.11157631"},{"key":"ref41","article-title":"Metrics for multi-class classification: An overview","author":"Grandini","year":"2020","journal-title":"arXiv:2008.05756"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.55525\/tjst.1572382"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1016\/j.crbeha.2021.100053"},{"key":"ref44","volume-title":"Python Machine Learning: Learn how to Build Powerful Python Machine Learning Algorithms to Generate Useful Data Insights with this Data Analysis Tutorial","author":"Raschka","year":"2015"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1016\/j.patrec.2005.10.010"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-024-56706-x"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1590\/1806-9282.20241282"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-025-15264-6"},{"key":"ref49","volume-title":"Data mining: Concepts and Techniques","author":"Han","year":"2012"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-025-20505-9"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.3390\/math9222982"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.26650\/joda.1389471"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.56705\/ijaimi.v3i1.181"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.58190\/imiens.2025.157"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6287639\/11323511\/11482119.pdf?arnumber=11482119","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,27]],"date-time":"2026-04-27T19:51:26Z","timestamp":1777319486000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11482119\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"references-count":54,"URL":"https:\/\/doi.org\/10.1109\/access.2026.3684370","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]}}}