{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,30]],"date-time":"2026-01-30T11:48:59Z","timestamp":1769773739659,"version":"3.49.0"},"publisher-location":"Cham","reference-count":15,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783032159830","type":"print"},{"value":"9783032159847","type":"electronic"}],"license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026]]},"DOI":"10.1007\/978-3-032-15984-7_25","type":"book-chapter","created":{"date-parts":[[2026,1,29]],"date-time":"2026-01-29T20:34:42Z","timestamp":1769718882000},"page":"362-376","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Probabilities of\u00a0Causation and\u00a0Root Cause Analysis with\u00a0Quasi-Markovian Models"],"prefix":"10.1007","author":[{"given":"Eduardo Rocha","family":"Laurentino","sequence":"first","affiliation":[]},{"given":"Fabio Gagliardi","family":"Cozman","sequence":"additional","affiliation":[]},{"given":"Denis Deratani","family":"Mau\u00e1","sequence":"additional","affiliation":[]},{"given":"Daniel Angelo Esteves","family":"Lawand","sequence":"additional","affiliation":[]},{"given":"Davi Goncalves Bezerra","family":"Coelho","sequence":"additional","affiliation":[]},{"given":"Lucas Martins","family":"Marques","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2026,1,30]]},"reference":[{"key":"25_CR1","doi-asserted-by":"crossref","unstructured":"Balke, A., Pearl, J.: Counterfactual probabilities: Computational methods, bounds and applications. In: Conference on Uncertainty in Artificial Intelligence, pp. 46\u201354 (1994)","DOI":"10.1016\/B978-1-55860-332-5.50011-0"},{"key":"25_CR2","unstructured":"Budhathoki, K., Minorics, L., Bl\u00f6baum, P., Janzing, D.: Causal structure-based root cause analysis of outliers. In: International Conference on Machine Learning (ICML) (2022)"},{"key":"25_CR3","unstructured":"Ikram, A., Chakraborty, S., Mitra, S., Saini, S.K., Bagchi, S., Kocaoglu, M.: Root cause analysis of failures in microservices through causal discovery. In: Advances in Neural Information Processing Systems (NeurIPS) (2022)"},{"key":"25_CR4","doi-asserted-by":"crossref","unstructured":"Li, M., et al.: Causal inference-based root cause analysis for online service systems with intervention recognition. In: Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), pp. 1575\u20131585 (2022)","DOI":"10.1145\/3534678.3539041"},{"issue":"2","key":"25_CR5","doi-asserted-by":"publisher","first-page":"324","DOI":"10.1111\/risa.13896","volume":"43","author":"A Mokhtari","year":"2023","unstructured":"Mokhtari, A., et al.: Leveraging risk assessment for foodborne outbreak investigations: the quantitative risk assessment-epidemic curve prediction model. Risk Anal. 43(2), 324\u2013338 (2023)","journal-title":"Risk Anal."},{"key":"25_CR6","doi-asserted-by":"publisher","first-page":"191","DOI":"10.1109\/ACCESS.2021.3139199","volume":"10","author":"EE Oliveira","year":"2022","unstructured":"Oliveira, E.E., Migu\u00e9is, V.L., Borges, J.L.: Understanding overlap in automatic root cause analysis in manufacturing using causal inference. IEEE Access 10, 191\u2013201 (2022). https:\/\/doi.org\/10.1109\/ACCESS.2021.3139199","journal-title":"IEEE Access"},{"key":"25_CR7","doi-asserted-by":"crossref","unstructured":"Pearl, J.: Causality. Cambridge University Press (2009)","DOI":"10.1017\/CBO9780511803161"},{"key":"25_CR8","unstructured":"Pearl, J., Glymour, M., Jewell, N.P.: Causal Inference in Statistics: a Primer. Wiley, Chichester, West Sussex (2016)"},{"key":"25_CR9","doi-asserted-by":"publisher","first-page":"3923","DOI":"10.1038\/s41467-020-17419-7","volume":"11","author":"JG Richens","year":"2020","unstructured":"Richens, J.G., Lee, C.M., Johri, S.: Improving the accuracy of medical diagnosis with causal machine learning. Nature Comm. 11, 3923 (2020)","journal-title":"Nature Comm."},{"key":"25_CR10","unstructured":"Shpitser, I., Pearl, J.: What counterfactuals can be tested. In: Conference on Uncertainty in Artificial Intelligence, pp. 352\u2013359. AUAI Press (2007)"},{"key":"25_CR11","unstructured":"Shridharan, M., Iyengar, G.: Causal bounds in quasi-Markovian graphs. In: Proceedings of the 40th International Conference on Machine Learning, vol.\u00a0202, pp. 31675\u201331692. PMLR (2023)"},{"key":"25_CR12","unstructured":"Tian, J.: Studies in causal reasoning and learning. Ph.D. thesis, UCLA (2002)"},{"key":"25_CR13","unstructured":"Wang, T., Qi, G.: A comprehensive survey on root cause analysis in (micro) services: methodologies, challenges, and trends. arXiv preprint arXiv:2408.00803 (2024)"},{"key":"25_CR14","doi-asserted-by":"crossref","unstructured":"Zaffalon, M., Antonucci, A., Caba\u00f1as, R., Huber, D., Azzimonti, D.: Efficient computation of counterfactual bounds. Int. J. Approximate Reas. 1\u201324 (2024)","DOI":"10.1016\/j.ijar.2023.109111"},{"key":"25_CR15","unstructured":"Zhang, J., Tian, J., Bareinboim, E.: Partial counterfactual identification from observational and experimental data. In: International Conference on Machine Learning, vol.\u00a0162, pp. 26548\u201326558. PMLR (2022)"}],"container-title":["Lecture Notes in Computer Science","Intelligent Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-032-15984-7_25","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,29]],"date-time":"2026-01-29T20:34:46Z","timestamp":1769718886000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-032-15984-7_25"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"ISBN":["9783032159830","9783032159847"],"references-count":15,"URL":"https:\/\/doi.org\/10.1007\/978-3-032-15984-7_25","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]},"assertion":[{"value":"30 January 2026","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"BRACIS","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Brazilian Conference on Intelligent Systems","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Fortaleza-CE","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Brazil","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"29 September 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2 October 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"14","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"bracis2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/bracis.sbc.org.br\/2025\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}