{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,1]],"date-time":"2026-10-01T00:25:39Z","timestamp":1790814339274,"version":"4.1.0"},"publisher-location":"New York, NY, USA","reference-count":24,"publisher":"ACM","license":[{"start":{"date-parts":[[2020,6,14]],"date-time":"2020-06-14T00:00:00Z","timestamp":1592092800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2020,6,14]]},"DOI":"10.1145\/3399579.3399865","type":"proceedings-article","created":{"date-parts":[[2020,6,17]],"date-time":"2020-06-17T16:42:16Z","timestamp":1592412136000},"page":"1-10","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":23,"title":["Causality-based Explanation of Classification Outcomes"],"prefix":"10.1145","author":[{"given":"Leopoldo","family":"Bertossi","sequence":"first","affiliation":[{"name":"Universidad Adolfo Ib\u00e1\u00f1ez &amp; RelationalAI Inc. and Millenium Institute for Foundational Research on Data (IMFD, Chile)"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jordan","family":"Li","sequence":"additional","affiliation":[{"name":"Carleton University and Ottawa, Canada"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Maximilian","family":"Schleich","sequence":"additional","affiliation":[{"name":"University of Washington &amp; RelationalAI Inc."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Dan","family":"Suciu","sequence":"additional","affiliation":[{"name":"University of Washington &amp; RelationalAI Inc."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zografoula","family":"Vagena","sequence":"additional","affiliation":[{"name":"RelationalAI Inc."}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2020,6,17]]},"reference":[{"key":"e_1_3_2_1_1_1","first-page":"487","volume-title":"PVLDB","author":"Agrawal Rakesh","year":"1994","unstructured":"Rakesh Agrawal and Ramakrishnan Srikant. Fast algorithms for mining association rules in large databases. In PVLDB, pages 487--499, 1994."},{"key":"e_1_3_2_1_2_1","volume-title":"Causality-based explanation of classification outcomes. CoRR, abs\/2003.06868","author":"Bertossi Leopoldo","year":"2020","unstructured":"Leopoldo Bertossi, Jordan Li, Maximilian Schleich, Dan Suciu, and Zografoula Vagena. Causality-based explanation of classification outcomes. CoRR, abs\/2003.06868, 2020."},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00224-016-9718-9"},{"key":"e_1_3_2_1_4_1","volume-title":"An interpretable model with globally consistent explanations for credit risk. CoRR, abs\/1811.12615","author":"Chen Chaofan","year":"2018","unstructured":"Chaofan Chen, Kangcheng Lin, Cynthia Rudin, Yaron Shaposhnik, Sijia Wang, and Tong Wang. An interpretable model with globally consistent explanations for credit risk. CoRR, abs\/1811.12615, 2018."},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1613\/jair.1391"},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1109\/SP.2016.42"},{"key":"e_1_3_2_1_7_1","volume-title":"A roadmap for a rigorous science of interpretability. CoRR, abs\/1702.08608","author":"Doshi-Velez Finale","year":"2017","unstructured":"Finale Doshi-Velez and Been Kim. A roadmap for a rigorous science of interpretability. CoRR, abs\/1702.08608, 2017."},{"key":"e_1_3_2_1_8_1","first-page":"9273","volume-title":"NeurIPS","author":"Ghorbani A.","year":"2019","unstructured":"A. Ghorbani, J. Wexler, J. Y. Zou, and B. Kim. Towards automatic concept-based explanations. In NeurIPS, pages 9273--9282, 2019."},{"key":"e_1_3_2_1_9_1","volume-title":"Explaining classifiers with causal concept effect (cace). CoRR, abs\/1907.07165","author":"Goyal Yash","year":"2019","unstructured":"Yash Goyal, Uri Shalit, and Been Kim. Explaining classifiers with causal concept effect (cace). CoRR, abs\/1907.07165, 2019."},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1093\/bjps\/axi147"},{"key":"e_1_3_2_1_11_1","first-page":"3382","volume-title":"AISTATS","author":"Khanna Rajiv","year":"2019","unstructured":"Rajiv Khanna, Been Kim, Joydeep Ghosh, and Oluwasanmi Koyejo. Interpreting black box predictions using fisher kernels. In AISTATS, pages 3382--3390, 2019."},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1145\/3233231"},{"key":"e_1_3_2_1_13_1","first-page":"1","volume-title":"ICDT","volume":"155","author":"Livshits Ester","year":"2020","unstructured":"Ester Livshits, Leopoldo Bertossi, Benny Kimelfeld, and Moshe Sebag. The Shapley Value of Tuples in Query Answering. In ICDT, volume 155, pages 20:1--20:19, 2020."},{"key":"e_1_3_2_1_14_1","volume-title":"From local explanations to global understanding with explainable AI for trees. Nature machine intelligence, 2(1):2522--5839","author":"Lundberg Scott M","year":"2020","unstructured":"Scott M Lundberg et al. From local explanations to global understanding with explainable AI for trees. Nature machine intelligence, 2(1):2522--5839, 2020."},{"key":"e_1_3_2_1_15_1","first-page":"4765","volume-title":"NIPS","author":"Scott","year":"2017","unstructured":"Scott M. Lundberg and Su-In Lee. A unified approach to interpreting model predictions. In NIPS, pages 4765--4774, 2017."},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.14778\/1880172.1880176"},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.5555\/1642718"},{"key":"e_1_3_2_1_18_1","first-page":"1135","volume-title":"SIGKDD","author":"Ribeiro Marco T\u00falio","year":"2016","unstructured":"Marco T\u00falio Ribeiro, Sameer Singh, and Carlos Guestrin. \"why should I trust you?\": Explaining the predictions of any classifier. In SIGKDD, pages 1135--1144, 2016."},{"key":"e_1_3_2_1_19_1","volume-title":"Please stop explaining black box models for high stakes decisions. CoRR, abs\/1811.10154","author":"Rudin Cynthia","year":"2018","unstructured":"Cynthia Rudin. Please stop explaining black box models for high stakes decisions. CoRR, abs\/1811.10154, 2018."},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1515\/9781400881970-018"},{"key":"e_1_3_2_1_21_1","first-page":"3145","volume-title":"ICML","author":"Shrikumar Avanti","year":"2017","unstructured":"Avanti Shrikumar, Peyton Greenside, and Anshul Kundaje. Learning important features through propagating activation differences. In ICML, pages 3145--3153, 2017."},{"key":"e_1_3_2_1_22_1","first-page":"10","volume-title":"FAT","author":"Ustun Berk","year":"2019","unstructured":"Berk Ustun, Alexander Spangher, and Yang Liu. Actionable recourse in linear classification. In FAT, pages 10--19, 2019."},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1137\/0208032"},{"key":"e_1_3_2_1_24_1","first-page":"841","article-title":"Counterfactual explanations without opening the black box: Automated decisions and the gdpr","volume":"31","author":"Wachter Sandra","year":"2017","unstructured":"Sandra Wachter, Brent Mittelstadt, and Chris Russell. Counterfactual explanations without opening the black box: Automated decisions and the gdpr. Harv. JL & Tech., 31:841, 2017.","journal-title":"Harv. JL & Tech."}],"event":{"name":"SIGMOD\/PODS '20: International Conference on Management of Data","location":"Portland OR USA","acronym":"SIGMOD\/PODS '20","sponsor":["SIGMOD ACM Special Interest Group on Management of Data"]},"container-title":["Proceedings of the Fourth International Workshop on Data Management for End-to-End Machine Learning"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3399579.3399865","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3399579.3399865","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T18:33:32Z","timestamp":1750185212000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3399579.3399865"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,6,14]]},"references-count":24,"alternative-id":["10.1145\/3399579.3399865","10.1145\/3399579"],"URL":"https:\/\/doi.org\/10.1145\/3399579.3399865","relation":{},"subject":[],"published":{"date-parts":[[2020,6,14]]},"assertion":[{"value":"2020-06-17","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}