{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,7]],"date-time":"2026-05-07T17:35:42Z","timestamp":1778175342699,"version":"3.51.4"},"publisher-location":"New York, NY, USA","reference-count":53,"publisher":"ACM","license":[{"start":{"date-parts":[[2021,7,11]],"date-time":"2021-07-11T00:00:00Z","timestamp":1625961600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61902169"],"award-info":[{"award-number":["61902169"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100012234","name":"Shenzhen Peacock Plan","doi-asserted-by":"publisher","award":["KQTD2016112514355531"],"award-info":[{"award-number":["KQTD2016112514355531"]}],"id":[{"id":"10.13039\/501100012234","id-type":"DOI","asserted-by":"publisher"}]},{"name":"National Science Foundation","award":["CCF-1942430, CCF-1763906"],"award-info":[{"award-number":["CCF-1942430, CCF-1763906"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2021,7,11]]},"DOI":"10.1145\/3460319.3464819","type":"proceedings-article","created":{"date-parts":[[2021,7,8]],"date-time":"2021-07-08T22:18:43Z","timestamp":1625782723000},"page":"427-438","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":95,"title":["Deep just-in-time defect prediction: how far are we?"],"prefix":"10.1145","author":[{"given":"Zhengran","family":"Zeng","sequence":"first","affiliation":[{"name":"Southern University of Science and Technology, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yuqun","family":"Zhang","sequence":"additional","affiliation":[{"name":"Southern University of Science and Technology, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Haotian","family":"Zhang","sequence":"additional","affiliation":[{"name":"Kwai, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5175-2702","authenticated-orcid":false,"given":"Lingming","family":"Zhang","sequence":"additional","affiliation":[{"name":"University of Illinois at Urbana-Champaign, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2021,7,11]]},"reference":[{"key":"e_1_3_2_1_1_1","unstructured":"2020. Eclipse JDT adn Eclipse Platform. Website. https:\/\/git.eclipse.org\/r\/  2020. Eclipse JDT adn Eclipse Platform. Website. https:\/\/git.eclipse.org\/r\/"},{"key":"e_1_3_2_1_2_1","unstructured":"2020. Gerrit Code Review Website. Website. https:\/\/www.gerritcodereview.com\/  2020. Gerrit Code Review Website. Website. https:\/\/www.gerritcodereview.com\/"},{"key":"e_1_3_2_1_3_1","unstructured":"2020. Golang Code Review Website. Website. https:\/\/go-review.googlesource.com\/  2020. Golang Code Review Website. Website. https:\/\/go-review.googlesource.com\/"},{"key":"e_1_3_2_1_4_1","unstructured":"2020. OpenStack Code Review Website. Website. https:\/\/review.opendev.org\/  2020. OpenStack Code Review Website. Website. https:\/\/review.opendev.org\/"},{"key":"e_1_3_2_1_5_1","unstructured":"2020. QT Code Review Website. Website. https:\/\/codereview.qt-project.org\/  2020. QT Code Review Website. Website. https:\/\/codereview.qt-project.org\/"},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICSE.2019.00076"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1109\/MOBILESoft.2019.00023"},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.infsof.2017.08.004"},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1109\/MSR.2010.5463279"},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10515-020-00277-4"},{"key":"e_1_3_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1109\/TSE.2019.2929761"},{"key":"e_1_3_2_1_12_1","volume-title":"Applied regression analysis, linear models, and related methods","author":"Fox John","unstructured":"John Fox . 1997. Applied regression analysis, linear models, and related methods .. Sage Publications, Inc. John Fox. 1997. Applied regression analysis, linear models, and related methods.. Sage Publications, Inc."},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1109\/32.859533"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1145\/1806799.1806871"},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICSE.2009.5070510"},{"key":"e_1_3_2_1_16_1","unstructured":"Steffen Herbold Alexander Trautsch Fabian Trautsch and Benjamin Ledel. 2019. Issues with SZZ: An empirical assessment of the state of practice of defect prediction data collection. arXiv preprint arXiv:1911.08938.  Steffen Herbold Alexander Trautsch Fabian Trautsch and Benjamin Ledel. 2019. Issues with SZZ: An empirical assessment of the state of practice of defect prediction data collection. arXiv preprint arXiv:1911.08938."},{"key":"e_1_3_2_1_17_1","volume-title":"Reducing the dimensionality of data with neural networks. science, 313, 5786","author":"Hinton Geoffrey E","year":"2006","unstructured":"Geoffrey E Hinton and Ruslan R Salakhutdinov . 2006. Reducing the dimensionality of data with neural networks. science, 313, 5786 ( 2006 ), 504\u2013507. Geoffrey E Hinton and Ruslan R Salakhutdinov. 2006. Reducing the dimensionality of data with neural networks. science, 313, 5786 (2006), 504\u2013507."},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1109\/MSR.2019.00016"},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1145\/3377811.3380361"},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10664-015-9400-x"},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1109\/TSE.2012.70"},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1109\/ASE.2006.23"},{"key":"e_1_3_2_1_23_1","first-page":"1137","article-title":"A study of cross-validation and bootstrap for accuracy estimation and model selection","volume":"14","author":"Kohavi Ron","year":"1995","unstructured":"Ron Kohavi . 1995 . A study of cross-validation and bootstrap for accuracy estimation and model selection . In Ijcai. 14 , 1137 \u2013 1145 . Ron Kohavi. 1995. A study of cross-validation and bootstrap for accuracy estimation and model selection. In Ijcai. 14, 1137\u20131145.","journal-title":"Ijcai."},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1109\/TSE.2008.90"},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1038\/nature14539"},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1109\/TSE.2008.35"},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1109\/QRS.2017.42"},{"key":"e_1_3_2_1_28_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.infsof.2020.106364"},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1109\/ESEM.2017.8"},{"key":"e_1_3_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1145\/1868328.1868356"},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1109\/TSE.2017.2693980"},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1002\/bltj.2229"},{"key":"e_1_3_2_1_33_1","doi-asserted-by":"publisher","DOI":"10.1145\/1368088.1368114"},{"key":"e_1_3_2_1_34_1","doi-asserted-by":"publisher","DOI":"10.1145\/1062455.1062514"},{"key":"e_1_3_2_1_35_1","doi-asserted-by":"publisher","DOI":"10.1145\/1134285.1134349"},{"key":"e_1_3_2_1_36_1","doi-asserted-by":"publisher","DOI":"10.1145\/3324884.3416545"},{"key":"e_1_3_2_1_37_1","doi-asserted-by":"publisher","DOI":"10.1109\/TSE.2005.74"},{"key":"e_1_3_2_1_38_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.infsof.2018.03.009"},{"key":"e_1_3_2_1_39_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2017.74"},{"key":"e_1_3_2_1_40_1","volume-title":"A survey of data leakage detection and prevention solutions","author":"Shabtai Asaf","unstructured":"Asaf Shabtai , Yuval Elovici , and Lior Rokach . 2012. A survey of data leakage detection and prevention solutions . Springer Science & Business Media . Asaf Shabtai, Yuval Elovici, and Lior Rokach. 2012. A survey of data leakage detection and prevention solutions. Springer Science & Business Media."},{"key":"e_1_3_2_1_41_1","volume-title":"When do changes induce fixes? ACM sigsoft software engineering notes, 30, 4","author":"\u015aliwerski Jacek","year":"2005","unstructured":"Jacek \u015aliwerski , Thomas Zimmermann , and Andreas Zeller . 2005. When do changes induce fixes? ACM sigsoft software engineering notes, 30, 4 ( 2005 ), 1\u20135. Jacek \u015aliwerski, Thomas Zimmermann, and Andreas Zeller. 2005. When do changes induce fixes? ACM sigsoft software engineering notes, 30, 4 (2005), 1\u20135."},{"key":"e_1_3_2_1_42_1","unstructured":"Sadia Tabassum Leandro L Minku Danyi Feng George G Cabral and Liyan Song. [n.d.]. An Investigation of Cross-Project Learning in Online Just-In-Time Software Defect Prediction.  Sadia Tabassum Leandro L Minku Danyi Feng George G Cabral and Liyan Song. [n.d.]. An Investigation of Cross-Project Learning in Online Just-In-Time Software Defect Prediction."},{"key":"e_1_3_2_1_43_1","article-title":"The impact of class rebalancing techniques on the performance and interpretation of defect prediction models","author":"Tantithamthavorn Chakkrit","year":"2018","unstructured":"Chakkrit Tantithamthavorn , Ahmed E Hassan , and Kenichi Matsumoto . 2018 . The impact of class rebalancing techniques on the performance and interpretation of defect prediction models . IEEE Transactions on Software Engineering. Chakkrit Tantithamthavorn, Ahmed E Hassan, and Kenichi Matsumoto. 2018. The impact of class rebalancing techniques on the performance and interpretation of defect prediction models. IEEE Transactions on Software Engineering.","journal-title":"IEEE Transactions on Software Engineering."},{"key":"e_1_3_2_1_44_1","article-title":"Perceptions, expectations, and challenges in defect prediction","author":"Wan Zhiyuan","year":"2018","unstructured":"Zhiyuan Wan , Xin Xia , Ahmed E Hassan , David Lo , Jianwei Yin , and Xiaohu Yang . 2018 . Perceptions, expectations, and challenges in defect prediction . IEEE Transactions on Software Engineering. Zhiyuan Wan, Xin Xia, Ahmed E Hassan, David Lo, Jianwei Yin, and Xiaohu Yang. 2018. Perceptions, expectations, and challenges in defect prediction. IEEE Transactions on Software Engineering.","journal-title":"IEEE Transactions on Software Engineering."},{"key":"e_1_3_2_1_45_1","doi-asserted-by":"publisher","DOI":"10.1109\/TSE.2018.2877612"},{"key":"e_1_3_2_1_46_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10515-015-0179-1"},{"key":"e_1_3_2_1_47_1","doi-asserted-by":"publisher","DOI":"10.1109\/TSE.2020.2978819"},{"key":"e_1_3_2_1_48_1","doi-asserted-by":"publisher","DOI":"10.1145\/3368089.3417048"},{"key":"e_1_3_2_1_49_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.infsof.2017.03.007"},{"key":"e_1_3_2_1_50_1","doi-asserted-by":"publisher","DOI":"10.1109\/QRS.2015.14"},{"key":"e_1_3_2_1_51_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/N16-1174"},{"key":"e_1_3_2_1_52_1","doi-asserted-by":"publisher","DOI":"10.1145\/3194104.3194110"},{"key":"e_1_3_2_1_53_1","doi-asserted-by":"publisher","DOI":"10.1109\/TSE.2015.2500238"}],"event":{"name":"ISSTA '21: 30th ACM SIGSOFT International Symposium on Software Testing and Analysis","location":"Virtual Denmark","acronym":"ISSTA '21","sponsor":["SIGSOFT ACM Special Interest Group on Software Engineering"]},"container-title":["Proceedings of the 30th ACM SIGSOFT International Symposium on Software Testing and Analysis"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3460319.3464819","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/abs\/10.1145\/3460319.3464819","content-type":"text\/html","content-version":"vor","intended-application":"syndication"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3460319.3464819","content-type":"application\/pdf","content-version":"vor","intended-application":"syndication"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3460319.3464819","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T20:48:31Z","timestamp":1750193311000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3460319.3464819"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,7,11]]},"references-count":53,"alternative-id":["10.1145\/3460319.3464819","10.1145\/3460319"],"URL":"https:\/\/doi.org\/10.1145\/3460319.3464819","relation":{},"subject":[],"published":{"date-parts":[[2021,7,11]]},"assertion":[{"value":"2021-07-11","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}