{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,28]],"date-time":"2026-03-28T09:26:27Z","timestamp":1774689987232,"version":"3.50.1"},"reference-count":57,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"funder":[{"name":"Valtion Teknillinen Tutkimuskeskus (VTT)\u2014Technical Research Centre of Finland, Espoo, Finland"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2025]]},"DOI":"10.1109\/access.2025.3558913","type":"journal-article","created":{"date-parts":[[2025,4,8]],"date-time":"2025-04-08T18:02:17Z","timestamp":1744135337000},"page":"75493-75524","source":"Crossref","is-referenced-by-count":4,"title":["Exploring Consistent Feature Selection for Software Fault Prediction: An XAI-Based Model-Agnostic Approach"],"prefix":"10.1109","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0009-0005-0919-9284","authenticated-orcid":false,"given":"Adam","family":"Khan","sequence":"first","affiliation":[{"name":"Department of Computer Science and Information Technology, Sarhad University of Science &#x0026; Information Technology, Peshawar, Pakistan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7465-1090","authenticated-orcid":false,"given":"Asad","family":"Ali","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Information Technology, Sarhad University of Science &#x0026; Information Technology, Peshawar, Pakistan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jahangir","family":"Khan","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Information Technology, Sarhad University of Science &#x0026; Information Technology, Peshawar, Pakistan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6167-5253","authenticated-orcid":false,"given":"Fasee","family":"Ullah","sequence":"additional","affiliation":[{"name":"Department of Computer and Information Sciences, Institute of Emerging Digital Technologies (EDiT), Universiti Teknologi PETRONAS, Seri Iskandar, Malaysia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4628-4486","authenticated-orcid":false,"given":"Muhammad","family":"Faheem","sequence":"additional","affiliation":[{"name":"VTT Technical Research Centre of Finland, Espoo, Finland"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.3844\/jcssp.2020.1709.1717"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1007\/s10515-024-00467-4"},{"key":"ref3","article-title":"The impact of feature selection on predicting the number of bugs","author":"Osman","year":"2018","journal-title":"arXiv:1807.04486"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/ISSRE.2007.24"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/ICSE.2015.91"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/TSE.2011.103"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2023.3343249"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.3390\/app9132764"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.3389\/fbinf.2022.927312"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1007\/s10664-020-09848-1"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1016\/j.scico.2021.102715"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-023-49962-w"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.29172\/7c2a6982-6d72-4cd8-bba6-2fccb06a7011"},{"key":"ref14","article-title":"A unified approach to interpreting model predictions","author":"Lundberg","year":"2017","journal-title":"arXiv:1705.07874"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1007\/s10618-022-00901-9"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1002\/aisy.202400304"},{"key":"ref17","article-title":"On the need of preserving order of data when validating within-project defect classifiers","author":"Falessi","year":"2018","journal-title":"arXiv:1809.01510"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2009.187"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1145\/3234940"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/CSIT.2018.8486222"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/CONSEG.2012.6349519"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/ICCASM.2010.5620722"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-30577-2_15"},{"key":"ref24","author":"Boetticher","year":"2007","journal-title":"The Promise Repository of Empirical Software Engineering Data"},{"key":"ref25","article-title":"TDSelector: A training data selection method for cross-project defect prediction","author":"He","year":"2016","journal-title":"arXiv:1612.09065"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2023.119806"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2964321"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2018.12.033"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1007\/s10489-022-04427-x"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.3233\/978-1-61499-900-3-439"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/ISSRE.2009.13"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/TITS.2023.3276704"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2005.12.119"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-34062-8_32"},{"issue":"4","key":"ref35","first-page":"76","article-title":"Artificial neural network models for software effort estimation","volume":"2","author":"Subitsha","year":"2014","journal-title":"Int. J. Technol. Enhancements Emerg. Eng. Res."},{"key":"ref36","volume-title":"Linear Regression Analysis","author":"Seber","year":"2012"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/ICSGRC.2011.5991826"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/TSE.2016.2584050"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2016.04.032"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1016\/j.jss.2013.02.053"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1002\/smr.2367"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1007\/s10586-018-1884-x"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.2307\/1165329"},{"key":"ref44","article-title":"A deep tree-based model for software defect prediction","author":"Khanh Dam","year":"2018","journal-title":"arXiv:1802.00921"},{"key":"ref45","first-page":"1238","article-title":"Automated dependence plots","volume-title":"Proc. Conf. Uncertainty Artif. Intell.","author":"Inouye"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1080\/23249935.2020.1810169"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.3390\/fi15030088"},{"key":"ref48","doi-asserted-by":"crossref","DOI":"10.1016\/j.engappai.2023.107829","article-title":"Global and local interpretability techniques of supervised machine learning black box models for numerical medical data","volume":"131","author":"Hakkoum","year":"2024","journal-title":"Eng. Appl. Artif. Intell."},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1093\/bioinformatics\/btq134"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1038\/s42256-019-0138-9"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2023.3329051"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.33166\/AETiC.2024.01.004"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2023.121640"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.3390\/computers13020052"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1016\/j.jss.2015.11.040"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/N16-3020"},{"key":"ref57","article-title":"Do not trust additive explanations","author":"Gosiewska","year":"2019","journal-title":"arXiv:1903.11420"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6287639\/10820123\/10955380.pdf?arnumber=10955380","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,7]],"date-time":"2025-05-07T04:24:11Z","timestamp":1746591851000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10955380\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"references-count":57,"URL":"https:\/\/doi.org\/10.1109\/access.2025.3558913","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025]]}}}