{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,21]],"date-time":"2026-05-21T10:24:57Z","timestamp":1779359097217,"version":"3.51.4"},"reference-count":52,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"6","license":[{"start":{"date-parts":[[2022,6,1]],"date-time":"2022-06-01T00:00:00Z","timestamp":1654041600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"funder":[{"DOI":"10.13039\/501100000780","name":"European Commission","doi-asserted-by":"publisher","award":["825040 (RADON H2020)"],"award-info":[{"award-number":["825040 (RADON H2020)"]}],"id":[{"id":"10.13039\/501100000780","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100000780","name":"European Commission","doi-asserted-by":"publisher","award":["825480 (SODALITE H2020)"],"award-info":[{"award-number":["825480 (SODALITE H2020)"]}],"id":[{"id":"10.13039\/501100000780","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001711","name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung","doi-asserted-by":"publisher","award":["PZ00P2 186090"],"award-info":[{"award-number":["PZ00P2 186090"]}],"id":[{"id":"10.13039\/501100001711","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IIEEE Trans. Software Eng."],"published-print":{"date-parts":[[2022,6,1]]},"DOI":"10.1109\/tse.2021.3051492","type":"journal-article","created":{"date-parts":[[2021,1,14]],"date-time":"2021-01-14T22:22:07Z","timestamp":1610662927000},"page":"2086-2104","source":"Crossref","is-referenced-by-count":54,"title":["Within-Project Defect Prediction of Infrastructure-as-Code Using Product and Process Metrics"],"prefix":"10.1109","volume":"48","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5611-0546","authenticated-orcid":false,"given":"Stefano","family":"Dalla Palma","sequence":"first","affiliation":[{"name":"Jheronimous Academy of Data Science, Tilburg University, Tilburg, The Netherlands"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3861-1902","authenticated-orcid":false,"given":"Dario","family":"Di Nucci","sequence":"additional","affiliation":[{"name":"Jheronimous Academy of Data Science, Tilburg University, Tilburg, The Netherlands"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9337-5116","authenticated-orcid":false,"given":"Fabio","family":"Palomba","sequence":"additional","affiliation":[{"name":"Software Engineering (SeSa) Lab, University of Salerno, Fisciano, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1230-8961","authenticated-orcid":false,"given":"Damian A.","family":"Tamburri","sequence":"additional","affiliation":[{"name":"Jheronimous Academy of Data Science, Eindhoven University of Technology, Eindhoven, The Netherlands"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref1","volume-title":"DevOps - A Software Architects Perspective","author":"Bass","year":"2015"},{"key":"ref2","volume-title":"Infrastructure as Code","author":"Morris","year":"2016"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/MCC.2018.111121612"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1504\/IJMOR.2020.106927"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/MASCOTS.2011.30"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/TSE.2011.103"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/ICST.2018.00014"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1016\/j.infsof.2019.04.013"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1007\/s10664-020-09841-8"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1007\/s00450-019-00413-w"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/ICSME.2019.00092"},{"issue":"12","key":"ref12","first-page":"1394","article-title":"Survey on software defect prediction using machine learning techniques","volume":"3","author":"Paramshetti","year":"2014","journal-title":"Int. J. Sci. Res."},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/TSE.2017.2770124"},{"key":"ref14","article-title":"Survey on software defect prediction","author":"Nam"},{"key":"ref15","article-title":"IEEE Std 1044\u20132009","year":"2010","journal-title":"IEEE Standard Classification for Software Anomalies - Redline"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1145\/2884781.2884857"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1016\/j.infsof.2016.04.017"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1145\/2597073.2597074"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1007\/s10664-017-9512-6"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1145\/3236024.3264598"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1145\/2597073.2597078"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/ASE.2006.23"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1007\/BF00471876"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.21608\/alat.1978.219785"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1177\/001316446002000104"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/ICSE.2013.6606589"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1016\/j.jss.2020.110726"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1016\/j.softx.2020.100633"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1016\/j.jss.2009.06.055"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1145\/1368088.1368114"},{"key":"ref31","first-page":"2825","article-title":"Scikit-learn: Machine learning in python","volume":"12","author":"Pedregosa","year":"2011","journal-title":"J. Mach. Learn. Res."},{"issue":"17","key":"ref32","first-page":"1","article-title":"Imbalanced-learn: A Python toolbox to tackle the curse of imbalanced datasets in machine learning","volume":"18","author":"Lema\u00eetre","year":"2017","journal-title":"J. Mach. Learn. Res."},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1145\/1007730.1007735"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-40994-3_29"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1007\/s10994-006-8958-3"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1016\/0005-2795(75)90109-9"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1007\/s10664-020-09868-x"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4612-4380-9_16"},{"key":"ref39","first-page":"284","article-title":"The effect size index: D","volume":"2","author":"Cohen","year":"1988","journal-title":"Statist. Power Anal. Behav. Sci."},{"key":"ref40","article-title":"Bonferroni correction","author":"Weisstein","year":"2004"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1201\/9781351072304"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1145\/2491411.2491418"},{"key":"ref43","volume-title":"Applied Linear Statistical Models","author":"Neter","year":"1996"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/TSE.2017.2659747"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1007\/s11219-016-9353-3"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/MSR.2015.12"},{"key":"ref47","first-page":"189","article-title":"Does your configuration code smell?","volume-title":"Proc. 13th Int. Conf. Mining Softw. Repositories","author":"Sharma"},{"key":"ref48","first-page":"16","article-title":"What questions do programmers ask about configuration as code?","volume-title":"Proc. 4th Int. Workshop Rapid Continuous Softw. Eng.","author":"Rahman"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1016\/j.infsof.2018.12.004"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/ICSE.2019.00033"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1109\/SANER.2018.8330206"},{"key":"ref52","article-title":"TOSCA simple profile in YAML Version 1.3","author":"Rutkowski","year":"2019"}],"container-title":["IEEE Transactions on Software Engineering"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/32\/9795956\/09321740.pdf?arnumber=9321740","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,1,9]],"date-time":"2024-01-09T23:12:06Z","timestamp":1704841926000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9321740\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,6,1]]},"references-count":52,"journal-issue":{"issue":"6"},"URL":"https:\/\/doi.org\/10.1109\/tse.2021.3051492","relation":{},"ISSN":["0098-5589","1939-3520","2326-3881"],"issn-type":[{"value":"0098-5589","type":"print"},{"value":"1939-3520","type":"electronic"},{"value":"2326-3881","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,6,1]]}}}