{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,3]],"date-time":"2026-08-03T21:02:45Z","timestamp":1785790965494,"version":"3.56.0"},"reference-count":87,"publisher":"Informa UK Limited","issue":"10","funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"crossref","award":["71871041,72001034"],"award-info":[{"award-number":["71871041,72001034"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":["www.tandfonline.com"],"crossmark-restriction":true},"short-container-title":["International Journal of Production Research"],"published-print":{"date-parts":[[2023,5,19]]},"DOI":"10.1080\/00207543.2022.2078748","type":"journal-article","created":{"date-parts":[[2022,5,27]],"date-time":"2022-05-27T07:17:00Z","timestamp":1653635820000},"page":"3227-3245","update-policy":"https:\/\/doi.org\/10.1080\/tandf_crossmark_01","source":"Crossref","is-referenced-by-count":56,"title":["Data-driven causal knowledge graph construction for root cause analysis in quality problem solving"],"prefix":"10.1080","volume":"61","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-9965-2583","authenticated-orcid":false,"given":"Zhaoguang","family":"Xu","sequence":"first","affiliation":[{"name":"Institute of System Engineering, Dalian University of Technology, Dalian, People\u2019s Republic of China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yanzhong","family":"Dang","sequence":"additional","affiliation":[{"name":"Institute of System Engineering, Dalian University of Technology, Dalian, People\u2019s Republic of China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"301","published-online":{"date-parts":[[2022,5,27]]},"reference":[{"key":"CIT0001","doi-asserted-by":"publisher","DOI":"10.1016\/j.mar.2005.03.003"},{"key":"CIT0002","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2013.09.022"},{"issue":"8","key":"CIT0003","first-page":"81","volume":"11","author":"Ahmad R.","year":"2019","journal-title":"International Journal of Integrated Engineering"},{"key":"CIT0004","doi-asserted-by":"publisher","DOI":"10.1111\/j.1467-9582.1984.tb00734.x"},{"key":"CIT0005","doi-asserted-by":"publisher","DOI":"10.1145\/2939672.2939791"},{"key":"CIT0006","unstructured":"Asghar, N. 2016. \u201cAutomatic Extraction of Causal Relations from Natural Language Texts: A Comprehensive Survey.\u201d ArXiv Preprint ArXiv:1605.07895."},{"key":"CIT0007","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2018.1530472"},{"key":"CIT0008","unstructured":"Blanco, E., N. Castell, and D. I. Moldovan. 2008. \u201cCausal Relation Extraction.\u201d In International Conference on Language Resources and Evaluation (LREC 2008), 310\u2013313. Marrakech, Morocco."},{"key":"CIT0009","doi-asserted-by":"crossref","unstructured":"Boser, B., I. Guyon, and V. Vapnik. 1992. \u201cA Training Algorithm for Optimal Margin Classifiers.\u201d In In Proceedings of the Fifth Annual Workshop on Computational Learning Theory, 144\u2013152.","DOI":"10.1145\/130385.130401"},{"key":"CIT0010","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-30211-7_7"},{"key":"CIT0011","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2013.775521"},{"key":"CIT0012","doi-asserted-by":"crossref","unstructured":"Chen, T., and C. Guestrin. 2016. \u201cXgboost: A Scalable Tree Boosting System.\u201d In In Proceedings of the 22nd Acm Sigkdd International Conference on Knowledge Discovery and Data Mining, 785\u2013794.","DOI":"10.1145\/2939672.2939785"},{"key":"CIT0013","doi-asserted-by":"publisher","DOI":"10.1108\/TQM-12-2017-0178"},{"key":"CIT0014","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2009.11.087"},{"key":"CIT0015","doi-asserted-by":"publisher","DOI":"10.1142\/S0219622018500025"},{"key":"CIT0016","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2021.1992680"},{"key":"CIT0017","first-page":"1","author":"e Oliveira E.","year":"2022","journal-title":"Journal of Intelligent Manufacturing"},{"key":"CIT0018","doi-asserted-by":"publisher","DOI":"10.1016\/j.patrec.2005.10.010"},{"key":"CIT0019","doi-asserted-by":"publisher","DOI":"10.1109\/PROC.1973.9030"},{"key":"CIT0020","first-page":"1019","volume":"29","author":"Gal Y.","year":"2016","journal-title":"Advances in Neural Information Processing Systems"},{"key":"CIT0021","doi-asserted-by":"publisher","DOI":"10.1007\/s13131-018-1219-z"},{"key":"CIT0022","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2018.1471236"},{"key":"CIT0023","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2009.09.002"},{"key":"CIT0024","unstructured":"Girju, R., and D. Moldovan. 2002. \u201cText Mining for Causal Relations.\u201d In Fifteenth International Florida Artificial Intelligence Research Society Conference, 360\u2013364. Florida, USA: AAAI Press."},{"key":"CIT0025","doi-asserted-by":"publisher","DOI":"10.1007\/s40745-017-0122-3"},{"key":"CIT0026","first-page":"473","volume":"9","author":"Hochreiter S.","year":"1997","journal-title":"Advances in Neural Information Processing Systems"},{"key":"CIT0027","doi-asserted-by":"publisher","DOI":"10.1201\/b11287"},{"key":"CIT0028","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2020.1721588"},{"key":"CIT0029","doi-asserted-by":"publisher","DOI":"10.1080\/0740817X.2013.849829"},{"key":"CIT0030","unstructured":"Huang, Z., W. Xu, and K. Yu. 2015. \u201cBidirectional LSTM-CRF Models for Sequence Tagging.\u201d ArXiv Preprint ArXiv:1508.01991, 1\u201310."},{"key":"CIT0031","doi-asserted-by":"publisher","DOI":"10.1109\/HICSS.2010.97"},{"key":"CIT0032","doi-asserted-by":"publisher","DOI":"10.2197\/ipsjjip.20.207"},{"key":"CIT0033","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-22327-3_6"},{"key":"CIT0034","doi-asserted-by":"publisher","DOI":"10.1016\/j.datak.2012.06.004"},{"key":"CIT0035","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2011.611543"},{"key":"CIT0036","first-page":"265","volume":"33","author":"Karimi A.","year":"2020","journal-title":"Advances in Neural Information Processing Systems"},{"key":"CIT0037","doi-asserted-by":"publisher","DOI":"10.1016\/j.omega.2013.02.002"},{"key":"CIT0038","unstructured":"Khoo, C. S. 1995. \u201cAutomatic Identification of Causal Relations in Text and Their Use for Improving Precision in Information Retrieval.\u201d New York: Syracuse University, M1 - PhD."},{"issue":"3","key":"CIT0039","first-page":"177","volume":"34","author":"King R.","year":"2018","journal-title":"The Journal of Medical Practice Management"},{"key":"CIT0040","unstructured":"Kingma, D., and J. Ba. 2014. \u201cAdam: A Method for Stochastic Optimization.\u201d ArXiv Preprint ArXiv:1412.6980, 1\u201315."},{"key":"CIT0041","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2011.04.063"},{"key":"CIT0042","doi-asserted-by":"publisher","DOI":"10.1016\/j.jmatprotec.2004.09.073"},{"key":"CIT0043","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2007.12.066"},{"key":"CIT0044","doi-asserted-by":"publisher","DOI":"10.2307\/2346413"},{"key":"CIT0045","doi-asserted-by":"publisher","DOI":"10.1016\/j.chemolab.2016.09.006"},{"key":"CIT0046","doi-asserted-by":"publisher","DOI":"10.1080\/07408170600899532"},{"key":"CIT0047","doi-asserted-by":"publisher","DOI":"10.1016\/j.aei.2017.02.005"},{"key":"CIT0048","unstructured":"Luo, Z., Y. Sha, K. Q. Zhu, S. W. Hwang, and Z. Wang. 2016. \u201cCommonsense Causal Reasoning between Short Texts.\u201d In Fifteenth International Conference on the Principles of Knowledge Representation and Reasoning, 421\u2013430. Cape Town, South Africa: AAAI Press."},{"key":"CIT0049","doi-asserted-by":"publisher","DOI":"10.1016\/j.cie.2021.107580"},{"key":"CIT0050","first-page":"1","author":"Meng F.","year":"2022","journal-title":"Journal of Electrical Engineering & Technology"},{"key":"CIT0051","doi-asserted-by":"publisher","DOI":"10.3233\/JIFS-192078"},{"key":"CIT0052","first-page":"3111","volume":"26","author":"Mikolov T.","year":"2013","journal-title":"Advances in Neural Information Processing Systems"},{"key":"CIT0053","doi-asserted-by":"publisher","DOI":"10.1126\/science.1240466"},{"issue":"60","key":"CIT0054","first-page":"1","volume":"18","author":"Murphy K.","year":"2006","journal-title":"University of British Columbia"},{"key":"CIT0055","unstructured":"Pascanu, R., T. Mikolov, and Y. Bengio. 2013. \u201cOn the Difficulty of Training Recurrent Neural Networks.\u201d In In International Conference on Machine Learning, 1310\u20131318. PMLR."},{"key":"CIT0056","doi-asserted-by":"publisher","DOI":"10.3115\/v1\/D14-1162"},{"key":"CIT0057","doi-asserted-by":"publisher","DOI":"10.4249\/scholarpedia.1883"},{"key":"CIT0058","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2016.1241445"},{"key":"CIT0059","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2016.06.009"},{"key":"CIT0060","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2020.106134"},{"key":"CIT0061","doi-asserted-by":"publisher","DOI":"10.3390\/app10062166"},{"key":"CIT0062","doi-asserted-by":"publisher","DOI":"10.1007\/s12626-021-00086-5"},{"key":"CIT0063","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-020-17419-7"},{"key":"CIT0064","doi-asserted-by":"publisher","DOI":"10.1016\/j.intmar.2019.06.003"},{"key":"CIT0065","doi-asserted-by":"publisher","DOI":"10.1016\/j.optlaseng.2007.11.011"},{"key":"CIT0066","doi-asserted-by":"publisher","DOI":"10.1051\/ijmqe\/2015023"},{"key":"CIT0067","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2014.02.002"},{"key":"CIT0068","doi-asserted-by":"publisher","DOI":"10.1016\/0306-4573(88)90021-0"},{"key":"CIT0069","doi-asserted-by":"publisher","DOI":"10.3392\/sociotechnica.4.66"},{"key":"CIT0070","first-page":"27","volume":"98","author":"Sato H.","year":"1999","journal-title":"Technical Report of IEICE"},{"key":"CIT0071","doi-asserted-by":"publisher","DOI":"10.1007\/s10994-007-5019-5"},{"key":"CIT0072","doi-asserted-by":"publisher","DOI":"10.1177\/089443939100900106"},{"key":"CIT0073","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcde.2015.06.010"},{"issue":"1","key":"CIT0074","first-page":"7","volume":"5","author":"Vijayarani S.","year":"2015","journal-title":"International Journal of Computer Science & Communication Networks"},{"key":"CIT0075","doi-asserted-by":"publisher","DOI":"10.3390\/jmmp6010010"},{"issue":"2","key":"CIT0076","first-page":"207","volume":"10","author":"Weinberger K.","year":"2009","journal-title":"Journal of Machine Learning Research"},{"key":"CIT0077","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2016.1259670"},{"key":"CIT0078","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2020.1727043"},{"key":"CIT0079","doi-asserted-by":"publisher","DOI":"10.4236\/ajibm.2021.118057"},{"key":"CIT0080","doi-asserted-by":"publisher","DOI":"10.1016\/j.aei.2018.08.013"},{"key":"CIT0081","doi-asserted-by":"publisher","DOI":"10.1007\/s10845-019-01466-z"},{"key":"CIT0082","unstructured":"Yang, J., S. Han, and J. Poon. 2021. \u201cA Survey on Extraction of Causal Relations from Natural Language Text.\u201d ArXiv Preprint ArXiv:2101.06426, 1\u201338."},{"key":"CIT0083","doi-asserted-by":"publisher","DOI":"10.1093\/bioinformatics\/bth448"},{"key":"CIT0084","unstructured":"Zhao, S. 2018. \u201cCausal Relation Extraction and Reasoning from Text.\u201d Harbin Institute of Technology."},{"key":"CIT0085","doi-asserted-by":"publisher","DOI":"10.1080\/24725854.2018.1488308"},{"key":"CIT0086","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2015.09.066"},{"key":"CIT0087","doi-asserted-by":"publisher","DOI":"10.1145\/3018661.3018707"}],"container-title":["International Journal of Production Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.tandfonline.com\/doi\/pdf\/10.1080\/00207543.2022.2078748","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,4,6]],"date-time":"2023-04-06T10:44:48Z","timestamp":1680777888000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.tandfonline.com\/doi\/full\/10.1080\/00207543.2022.2078748"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,5,27]]},"references-count":87,"journal-issue":{"issue":"10","published-print":{"date-parts":[[2023,5,19]]}},"alternative-id":["10.1080\/00207543.2022.2078748"],"URL":"https:\/\/doi.org\/10.1080\/00207543.2022.2078748","relation":{},"ISSN":["0020-7543","1366-588X"],"issn-type":[{"value":"0020-7543","type":"print"},{"value":"1366-588X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,5,27]]},"assertion":[{"value":"The publishing and review policy for this title is described in its Aims & Scope.","order":1,"name":"peerreview_statement","label":"Peer Review Statement"},{"value":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=tprs20","URL":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=tprs20","order":2,"name":"aims_and_scope_url","label":"Aim & Scope"},{"value":"2022-01-03","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2022-05-08","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2022-05-27","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}