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Towards a rigorous science of interpretable machine learning. arXiv preprint arXiv:1702.08608."},{"key":"e_1_3_2_2_26_1","doi-asserted-by":"publisher","DOI":"10.1145\/3278721.3278736"},{"key":"e_1_3_2_2_27_1","doi-asserted-by":"publisher","DOI":"10.1145\/3172944.3172961"},{"key":"e_1_3_2_2_28_1","doi-asserted-by":"publisher","DOI":"10.4159\/harvard.9780674189089"},{"key":"e_1_3_2_2_29_1","doi-asserted-by":"publisher","DOI":"10.1145\/3173574.3174006"},{"key":"e_1_3_2_2_30_1","doi-asserted-by":"publisher","DOI":"10.1038\/nature21056"},{"key":"e_1_3_2_2_31_1","volume-title":"A theory of social comparison processes. Human relations, 7(2), 117--140","author":"Festinger L.","year":"1954","unstructured":"Festinger , L. ( 1954 ). A theory of social comparison processes. Human relations, 7(2), 117--140 . Festinger, L. (1954). A theory of social comparison processes. Human relations, 7(2), 117--140."},{"key":"e_1_3_2_2_32_1","first-page":"167","volume-title":"Questions and Information Systems","author":"Graesser A.C.","year":"1992","unstructured":"Graesser , A.C. , Person , N. , Huber , J. ( 1992 ). Mechanisms that generate questions . In: Lauer, T.W., Peacock, E., Graesser, A.C. (Eds.), Questions and Information Systems . Lawrence Erlbaum , Hillsdale, NJ , pp. 167 -- 187 . Graesser, A.C., Person, N., Huber, J. (1992). Mechanisms that generate questions. In: Lauer, T.W., Peacock, E., Graesser, A.C. (Eds.), Questions and Information Systems. Lawrence Erlbaum, Hillsdale, NJ, pp. 167--187."},{"key":"e_1_3_2_2_33_1","doi-asserted-by":"publisher","DOI":"10.1007\/BF02765185"},{"key":"e_1_3_2_2_34_1","volume-title":"Local Rule-Based Explanations of Black Box Decision Systems. arXiv preprint arXiv:1805.10820","author":"Guidotti R.","year":"2018","unstructured":"Guidotti , R. , Monreale , A. , Ruggieri , S. , Pedreschi , D. , Turini , F. , & Giannotti , F. 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Multitask learning and benchmarking with clinical time series data. arXiv preprint arXiv:1703.07771."},{"key":"e_1_3_2_2_37_1","doi-asserted-by":"publisher","DOI":"10.4324\/9780203781159"},{"key":"e_1_3_2_2_38_1","doi-asserted-by":"publisher","DOI":"10.1145\/358916.358995"},{"key":"e_1_3_2_2_39_1","volume-title":"Knowledge-based causal attribution: The abnormal conditions focus model. Psychological review, 93(1), 75","author":"Hilton D. J.","year":"1986","unstructured":"Hilton , D. J. , & Slugoski , B. R. ( 1986 ). Knowledge-based causal attribution: The abnormal conditions focus model. Psychological review, 93(1), 75 . Hilton, D. J., & Slugoski, B. R. (1986). Knowledge-based causal attribution: The abnormal conditions focus model. Psychological review, 93(1), 75."},{"key":"e_1_3_2_2_40_1","volume-title":"Explaining explanation, part 1: theoretical foundations","author":"Hoffman R. R.","year":"2017","unstructured":"Hoffman , R. R. , & Klein , G. ( 2017 ). Explaining explanation, part 1: theoretical foundations . IEEE Intelligent Systems , (3), 68--73. Hoffman, R. R., & Klein, G. (2017). Explaining explanation, part 1: theoretical foundations. IEEE Intelligent Systems, (3), 68--73."},{"key":"e_1_3_2_2_41_1","doi-asserted-by":"publisher","DOI":"10.1109\/MIS.2017.3121544"},{"key":"e_1_3_2_2_42_1","doi-asserted-by":"publisher","DOI":"10.1109\/MIS.2018.033001421"},{"key":"e_1_3_2_2_43_1","volume-title":"What do we need to build explainable AI systems for the medical domain?. arXiv preprint arXiv:1712.09923","author":"Holzinger A.","year":"2017","unstructured":"Holzinger , A. , Biemann , C. , Pattichis , C. S. , & Kell , D. B. ( 2017 ). What do we need to build explainable AI systems for the medical domain?. arXiv preprint arXiv:1712.09923 . Holzinger, A., Biemann, C., Pattichis, C. S., & Kell, D. B. (2017). What do we need to build explainable AI systems for the medical domain?. arXiv preprint arXiv:1712.09923."},{"key":"e_1_3_2_2_44_1","doi-asserted-by":"publisher","DOI":"10.1037\/h0071325"},{"key":"e_1_3_2_2_45_1","volume-title":"MIMIC-III, a freely accessible critical care database. Scientific data, 3, 160035","author":"Johnson A. E.","year":"2016","unstructured":"Johnson , A. E. , Pollard , T. J. , Shen , L. , Li -wei, H. L., Feng , M. , Ghassemi , M. , ... & Mark , R. G. ( 2016 ). MIMIC-III, a freely accessible critical care database. Scientific data, 3, 160035 . Johnson, A. E., Pollard, T. J., Shen, L., Li-wei, H. L., Feng, M., Ghassemi, M., ... & Mark, R. G. (2016). MIMIC-III, a freely accessible critical care database. Scientific data, 3, 160035."},{"key":"e_1_3_2_2_46_1","series-title":"Vol. 1","volume-title":"Thinking, fast and slow","author":"Kahneman D.","year":"2011","unstructured":"Kahneman , D. , & Egan , P. ( 2011 ). Thinking, fast and slow ( Vol. 1 ) . New York : Farrar, Straus and Giroux . Kahneman, D., & Egan, P. (2011). Thinking, fast and slow (Vol. 1). New York: Farrar, Straus and Giroux."},{"key":"e_1_3_2_2_47_1","volume-title":"A cti v is: Visual exploration of industry-scale deep neural network models","author":"Kahng M.","year":"2018","unstructured":"Kahng , M. , Andrews , P. Y. , Kalro , A. , & Chau , D. H. P. ( 2018 ). A cti v is: Visual exploration of industry-scale deep neural network models . IEEE transactions on visualization and computer graphics, 24(1), 88--97. Kahng, M., Andrews, P. Y., Kalro, A., & Chau, D. H. P. (2018). A cti v is: Visual exploration of industry-scale deep neural network models. IEEE transactions on visualization and computer graphics, 24(1), 88--97."},{"key":"e_1_3_2_2_48_1","doi-asserted-by":"publisher","DOI":"10.1023\/A:1011194803800"},{"key":"e_1_3_2_2_49_1","volume-title":"Advances in Neural Information Processing Systems (pp. 2280--2288).","author":"Kim B.","year":"2016","unstructured":"Kim , B. , Khanna , R. , & Koyejo , O. O. ( 2016 ). Examples are not enough, learn to criticize! criticism for interpretability . In Advances in Neural Information Processing Systems (pp. 2280--2288). Kim, B., Khanna, R., & Koyejo, O. O. (2016). Examples are not enough, learn to criticize! criticism for interpretability. In Advances in Neural Information Processing Systems (pp. 2280--2288)."},{"key":"e_1_3_2_2_50_1","volume-title":"International Conference on Machine Learning (pp. 2673--2682)","author":"Kim B.","year":"2018","unstructured":"Kim , B. , Wattenberg , M. , Gilmer , J. , Cai , C. , Wexler , J. , & Viegas , F. ( 2018 , July). 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Understanding black-box predictions via influence functions. arXiv preprint arXiv:1703.04730."},{"key":"e_1_3_2_2_55_1","doi-asserted-by":"publisher","DOI":"10.1109\/MC.2009.263"},{"key":"e_1_3_2_2_56_1","doi-asserted-by":"publisher","DOI":"10.1145\/2858036.2858529"},{"key":"e_1_3_2_2_57_1","volume-title":"Advances in neural information processing systems (pp. 1097--1105).","author":"Krizhevsky A.","year":"2012","unstructured":"Krizhevsky , A. , Sutskever , I. , & Hinton , G. E. ( 2012 ). Imagenet classification with deep convolutional neural networks . In Advances in neural information processing systems (pp. 1097--1105). Krizhevsky, A., Sutskever, I., & Hinton, G. E. (2012). Imagenet classification with deep convolutional neural networks. In Advances in neural information processing systems (pp. 1097--1105)."},{"key":"e_1_3_2_2_58_1","doi-asserted-by":"publisher","DOI":"10.1109\/VLHCC.2013.6645235"},{"key":"e_1_3_2_2_59_1","doi-asserted-by":"publisher","DOI":"10.1145\/2678025.2701399"},{"key":"e_1_3_2_2_60_1","doi-asserted-by":"publisher","DOI":"10.1145\/2939672.2939874"},{"key":"e_1_3_2_2_61_1","volume-title":"Precedent and analogy in legal reasoning. The Stanford Encyclopedia of Philosophy. https:\/\/plato.stanford.edu\/entries\/legal-reas-prec\/. Retrieved","author":"Lamond G.","year":"2006","unstructured":"Lamond , G. ( 2006 ). Precedent and analogy in legal reasoning. The Stanford Encyclopedia of Philosophy. https:\/\/plato.stanford.edu\/entries\/legal-reas-prec\/. Retrieved 10 September 2018. Lamond, G. (2006). Precedent and analogy in legal reasoning. The Stanford Encyclopedia of Philosophy. https:\/\/plato.stanford.edu\/entries\/legal-reas-prec\/. Retrieved 10 September 2018."},{"key":"e_1_3_2_2_62_1","volume-title":"Rationalizing neural predictions. arXiv preprint arXiv:1606.04155","author":"Lei T.","year":"2016","unstructured":"Lei , T. , Barzilay , R. , & Jaakkola , T. ( 2016 ). Rationalizing neural predictions. arXiv preprint arXiv:1606.04155 . Lei, T., Barzilay, R., & Jaakkola, T. (2016). Rationalizing neural predictions. arXiv preprint arXiv:1606.04155."},{"key":"e_1_3_2_2_63_1","doi-asserted-by":"publisher","DOI":"10.1214\/15-AOAS848"},{"key":"e_1_3_2_2_64_1","volume-title":"Understanding Decision-Making in Critical Care. Clinical medicine & research, cmr-2015","author":"Lighthall G. K.","year":"2015","unstructured":"Lighthall , G. K. , & Vazquez-Guillamet , C. ( 2015 ). Understanding Decision-Making in Critical Care. Clinical medicine & research, cmr-2015 . Lighthall, G. K., & Vazquez-Guillamet, C. (2015). Understanding Decision-Making in Critical Care. Clinical medicine & research, cmr-2015."},{"key":"e_1_3_2_2_65_1","doi-asserted-by":"publisher","DOI":"10.1145\/1518701.1519023"},{"key":"e_1_3_2_2_66_1","doi-asserted-by":"publisher","DOI":"10.1145\/1620545.1620576"},{"key":"e_1_3_2_2_67_1","doi-asserted-by":"publisher","DOI":"10.1145\/1864349.1864353"},{"key":"e_1_3_2_2_68_1","doi-asserted-by":"publisher","DOI":"10.1145\/2030112.2030168"},{"key":"e_1_3_2_2_69_1","doi-asserted-by":"publisher","DOI":"10.1145\/2037373.2037399"},{"key":"e_1_3_2_2_70_1","volume-title":"International Conference on Human-Computer Interaction (pp. 92--101)","author":"Lim B. Y.","year":"2013","unstructured":"Lim , B. Y. , & Dey , A. K. ( 2013 , July). Evaluating Intelligibility Usage and Usefulness in a Context-Aware Application . In International Conference on Human-Computer Interaction (pp. 92--101) . Springer, Berlin, Heidelberg. Lim, B. Y., & Dey, A. K. (2013, July). Evaluating Intelligibility Usage and Usefulness in a Context-Aware Application. In International Conference on Human-Computer Interaction (pp. 92--101). Springer, Berlin, Heidelberg."},{"key":"e_1_3_2_2_71_1","doi-asserted-by":"publisher","DOI":"10.1017\/S1358246100005130"},{"key":"e_1_3_2_2_72_1","volume-title":"The mythos of model interpretability. arXiv preprint arXiv:1606.03490","author":"Lipton Z. C.","year":"2016","unstructured":"Lipton , Z. C. ( 2016 ). The mythos of model interpretability. arXiv preprint arXiv:1606.03490 . Lipton, Z. C. (2016). The mythos of model interpretability. arXiv preprint arXiv:1606.03490."},{"key":"e_1_3_2_2_73_1","volume-title":"The structure and function of explanations. Trends in cognitive sciences, 10(10), 464--470","author":"Lombrozo T.","year":"2006","unstructured":"Lombrozo , T. ( 2006 ). The structure and function of explanations. Trends in cognitive sciences, 10(10), 464--470 . Lombrozo, T. (2006). The structure and function of explanations. Trends in cognitive sciences, 10(10), 464--470."},{"key":"e_1_3_2_2_74_1","first-page":"4765","volume-title":"Advances in Neural Information Processing Systems (NIPS","author":"Lundberg S. M.","year":"2017","unstructured":"Lundberg , S. M. , & Lee , S. I. ( 2017 ). A unified approach to interpreting model predictions . In Advances in Neural Information Processing Systems (NIPS 2017). (pp. 4765 -- 4774 ). Lundberg, S. M., & Lee, S. I. (2017). A unified approach to interpreting model predictions. In Advances in Neural Information Processing Systems (NIPS 2017). (pp. 4765--4774)."},{"key":"e_1_3_2_2_75_1","volume-title":"Consistent Individualized Feature Attribution for Tree Ensembles. arXiv preprint arXiv:1802.03888","author":"Lundberg S. M.","year":"2018","unstructured":"Lundberg , S. M. , Erion , G. G. , & Lee , S. I. ( 2018 ). Consistent Individualized Feature Attribution for Tree Ensembles. arXiv preprint arXiv:1802.03888 . Lundberg, S. M., Erion, G. G., & Lee, S. I. (2018). Consistent Individualized Feature Attribution for Tree Ensembles. arXiv preprint arXiv:1802.03888."},{"key":"e_1_3_2_2_76_1","first-page":"281","volume-title":"Proceedings of the fifth Berkeley symposium on mathematical statistics and probability (Vol. 1, No. 14","author":"MacQueen J.","year":"1967","unstructured":"MacQueen , J. ( 1967 , June). Some methods for classification and analysis of multivariate observations . In Proceedings of the fifth Berkeley symposium on mathematical statistics and probability (Vol. 1, No. 14 , pp. 281 -- 297 ). MacQueen, J. (1967, June). Some methods for classification and analysis of multivariate observations. In Proceedings of the fifth Berkeley symposium on mathematical statistics and probability (Vol. 1, No. 14, pp. 281--297)."},{"key":"e_1_3_2_2_77_1","volume-title":"Rationalism vs. empiricism. The Stanford Encyclopedia of Philosophy. https:\/\/plato.stanford.edu\/entries\/rationalism-empiricism. 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Explanation in artificial intelligence: insights from the social sciences. arXiv preprint arXiv:1706.07269 . Miller, T. (2017). Explanation in artificial intelligence: insights from the social sciences. arXiv preprint arXiv:1706.07269."},{"key":"e_1_3_2_2_80_1","volume-title":"How do Humans Understand Explanations from Machine Learning Systems? An Evaluation of the Human-Interpretability of Explanation. arXiv preprint arXiv:1802.00682","author":"Narayanan M.","year":"2018","unstructured":"Narayanan , M. , Chen , E. , He , J. , Kim , B. , Gershman , S. , & Doshi-Velez , F. ( 2018 ). How do Humans Understand Explanations from Machine Learning Systems? An Evaluation of the Human-Interpretability of Explanation. arXiv preprint arXiv:1802.00682 . Narayanan, M., Chen, E., He, J., Kim, B., Gershman, S., & Doshi-Velez, F. (2018). How do Humans Understand Explanations from Machine Learning Systems? An Evaluation of the Human-Interpretability of Explanation. arXiv preprint arXiv:1802.00682."},{"key":"e_1_3_2_2_81_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11257-017-9195-0"},{"key":"e_1_3_2_2_82_1","volume-title":"Thinking and reasoning in medicine","author":"Patel V. L.","year":"2005","unstructured":"Patel , V. L. , Arocha , J. F. , & Zhang , J. ( 2005 ). Thinking and reasoning in medicine . The Cambridge handbook of thinking and reasoning, 14, 727--750. Patel, V. L., Arocha, J. F., & Zhang, J. (2005). Thinking and reasoning in medicine. The Cambridge handbook of thinking and reasoning, 14, 727--750."},{"key":"e_1_3_2_2_83_1","volume-title":"Collected Papers v. 5.","author":"Peirce C. S.","year":"1903","unstructured":"Peirce , C. S. ( 1903 ). Harvard lectures on pragmatism , Collected Papers v. 5. Peirce, C. S. (1903). Harvard lectures on pragmatism, Collected Papers v. 5."},{"key":"e_1_3_2_2_84_1","volume-title":"Conjectures and Refutations: The Growth of Scientific Knowledge","author":"Popper","year":"2002","unstructured":"Popper , Karl ( 2002 ), Conjectures and Refutations: The Growth of Scientific Knowledge , London, UK : Routledge . Popper, Karl (2002), Conjectures and Refutations: The Growth of Scientific Knowledge, London, UK: Routledge."},{"key":"e_1_3_2_2_85_1","volume-title":"C4. 5: programs for machine learning","author":"Quinlan J. R.","year":"2014","unstructured":"Quinlan , J. R. ( 2014 ). C4. 5: programs for machine learning . Elsevier . Quinlan, J. R. (2014). C4. 5: programs for machine learning. Elsevier."},{"key":"e_1_3_2_2_86_1","doi-asserted-by":"publisher","DOI":"10.1145\/2939672.2939778"},{"key":"e_1_3_2_2_87_1","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v32i1.11491"},{"key":"e_1_3_2_2_88_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/P18-1079"},{"key":"e_1_3_2_2_89_1","unstructured":"Rosenthal S. Selvaraj S. P. & Veloso M. M. (2016 July). Verbalization: Narration of Autonomous Robot Experience. In IJCAI (pp. 862--868). Rosenthal S. Selvaraj S. P. & Veloso M. M. (2016 July). Verbalization: Narration of Autonomous Robot Experience. In IJCAI (pp. 862--868)."},{"key":"e_1_3_2_2_90_1","volume-title":"European Conference on Case-Based Reasoning (pp. 389--403)","author":"Roth-Berghofer T. R.","year":"2004","unstructured":"Roth-Berghofer , T. R. ( 2004 , August). Explanations and case-based reasoning: Foundational issues . In European Conference on Case-Based Reasoning (pp. 389--403) . Springer, Berlin, Heidelberg. Roth-Berghofer, T. R. (2004, August). Explanations and case-based reasoning: Foundational issues. In European Conference on Case-Based Reasoning (pp. 389--403). Springer, Berlin, Heidelberg."},{"key":"e_1_3_2_2_91_1","doi-asserted-by":"publisher","DOI":"10.21236\/ADA164453"},{"key":"e_1_3_2_2_92_1","volume-title":"Computer-Based Consultations in Clinical Therapeutics: Explanation and Rule Acquisition Capabilities of the MYCIN","author":"Shortliffe E. H.","year":"1975","unstructured":"Shortliffe , E. H. , & Axline , S. G. ( 1975 ). Computer-Based Consultations in Clinical Therapeutics: Explanation and Rule Acquisition Capabilities of the MYCIN . Shortliffe, E. H., & Axline, S. G. (1975). Computer-Based Consultations in Clinical Therapeutics: Explanation and Rule Acquisition Capabilities of the MYCIN."},{"key":"e_1_3_2_2_93_1","doi-asserted-by":"publisher","DOI":"10.1145\/501516.501523"},{"key":"e_1_3_2_2_94_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10994-015-5529-5"},{"key":"e_1_3_2_2_95_1","volume-title":"Intelligence, information processing, and analogical reasoning: The componential analysis of human abilities","author":"Sternberg R. J.","year":"1977","unstructured":"Sternberg , R. J. ( 1977 ). Intelligence, information processing, and analogical reasoning: The componential analysis of human abilities . Lawrence Erlbaum . Sternberg, R. J. (1977). Intelligence, information processing, and analogical reasoning: The componential analysis of human abilities. Lawrence Erlbaum."},{"key":"e_1_3_2_2_96_1","doi-asserted-by":"publisher","DOI":"10.2307\/1341662"},{"key":"e_1_3_2_2_97_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0004-3702(83)80014-9"},{"key":"e_1_3_2_2_98_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11257-011-9117-5"},{"key":"e_1_3_2_2_99_1","volume-title":"The Uses of Argument, by Stephen Edelston Toulmin","author":"Toulmin S. E.","year":"1958","unstructured":"Toulmin , S. E. ( 1958 ). The Uses of Argument, by Stephen Edelston Toulmin ,... University Press. Toulmin, S. E. (1958). The Uses of Argument, by Stephen Edelston Toulmin,... University Press."},{"key":"e_1_3_2_2_100_1","doi-asserted-by":"publisher","DOI":"10.1007\/BF00122574"},{"key":"e_1_3_2_2_101_1","doi-asserted-by":"publisher","DOI":"10.1145\/3173574.3174014"},{"key":"e_1_3_2_2_102_1","doi-asserted-by":"publisher","DOI":"10.1145\/2470654.2466255"},{"key":"e_1_3_2_2_103_1","volume-title":"The Problem of Induction. 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Theory of games and economic behavior (commemorative edition). Princeton university press."},{"key":"e_1_3_2_2_106_1","volume-title":"Causal decision theory. The Stanford Encyclopedia of Philosophy. https:\/\/plato.stanford.edu\/entries\/decision-causal. Retrieved","author":"Weirich P.","year":"2008","unstructured":"Weirich , P. ( 2008 ). Causal decision theory. The Stanford Encyclopedia of Philosophy. https:\/\/plato.stanford.edu\/entries\/decision-causal. Retrieved 10 September 2018. Weirich, P. (2008). Causal decision theory. The Stanford Encyclopedia of Philosophy. https:\/\/plato.stanford.edu\/entries\/decision-causal. Retrieved 10 September 2018."},{"key":"e_1_3_2_2_107_1","volume-title":"Theory of scientific method","author":"Whewell W.","year":"1989","unstructured":"Whewell , W. ( 1989 ). Theory of scientific method . Hackett Publishing . Whewell, W. (1989). Theory of scientific method. 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