Explanation in artificial intelligence: Insights from the social sciences
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Allemang, 1987, Computational complexity of hypothesis assembly, vol. 87, 1112
Angwin, 2016, Machine bias, ProPublica
Antaki, 1992, Explaining in conversation: towards an argument model, Eur. J. Soc. Psychol., 22, 181, 10.1002/ejsp.2420220206
Arioua, 2015, Formalizing explanatory dialogues, 282
Baehrens, 2010, How to explain individual classification decisions, J. Mach. Learn. Res., 11, 1803
Bekele, 2018, Human-level explanatory biases for person re-identification
Besnard, 2008
Biran, 2017, Explanation and justification in machine learning: a survey, 8
Boonzaier, 2005, Distinguishing the effects of beliefs and preconditions: the folk psychology of goals and actions, Eur. J. Soc. Psychol., 35, 725, 10.1002/ejsp.280
Brafman, 2008, From one to many: planning for loosely coupled multi-agent systems, 28
Broekens, 2010, Do you get it? User-evaluated explainable BDI agents, 28
Bromberger, 1966, Why-questions, 68
Buchanan, 1984
Burguet, 2004, Effets de contexte sur l'explication causale, 219
Byrne, 1991, The construction of explanations, 337
Cawsey, 1991, Generating interactive explanations, 86
Cawsey, 1992
Cawsey, 1993, Planning interactive explanations, Int. J. Man-Mach. Stud., 38, 169, 10.1006/imms.1993.1009
Cawsey, 1993, User modelling in interactive explanations, User Model. User-Adapt. Interact., 3, 221, 10.1007/BF01257890
Chakraborti, 2017, Plan explanations as model reconciliation: moving beyond explanation as soliloquy
Chan, 2002, Comparison of machine learning and traditional classifiers in glaucoma diagnosis, IEEE Trans. Biomed. Eng., 49, 963, 10.1109/TBME.2002.802012
Chandrasekaran, 1989, Explaining control strategies in problem solving, IEEE Expert, 4, 9, 10.1109/64.21896
Charniak, 1991, A probabilistic model of plan recognition, 160
Chen, 2014
Chevaleyre, 2007, A short introduction to computational social choice, 51
Chin-Parker, 2010, Background shifts affect explanatory style: how a pragmatic theory of explanation accounts for background effects in the generation of explanations, Cogn. Process., 11, 227, 10.1007/s10339-009-0341-4
Chin-Parker, 2017, Contrastive constraints guide explanation-based category learning, Cogn. Sci., 41, 1645, 10.1111/cogs.12405
Chockler, 2004, Responsibility and blame: a structural-model approach, J. Artif. Intell. Res., 22, 93, 10.1613/jair.1391
Cimpian, 2014, The inherence heuristic: an intuitive means of making sense of the world, and a potential precursor to psychological essentialism, Behav. Brain Sci., 37, 461, 10.1017/S0140525X13002197
A. Cooper, The inmates are running the asylum: why high-tech products drive us crazy and how to restore the sanity, Sams Indianapolis, IN, USA, 2004.
DARPA Explainable
Davey, 1991, Characteristics of individuals with fear of spiders, Anxiety Res., 4, 299, 10.1080/08917779208248798
de Graaf, 2017, How people explain action (and autonomous intelligent systems should too)
Dennett, 1989
Dennett, 2017
Dignum, 2014, From autistic to social agents, 1161
Dodd, 1980, Leading questions and memory: pragmatic constraints, J. Mem. Lang., 19, 695
Dowe, 1992, Wesley Salmon's process theory of causality and the conserved quantity theory, Philos. Sci., 59, 195, 10.1086/289662
Eiter, 2002, Complexity results for structure-based causality, Artif. Intell., 142, 53, 10.1016/S0004-3702(02)00271-0
Eiter, 2006, Causes and explanations in the structural-model approach: tractable cases, Artif. Intell., 170, 542, 10.1016/j.artint.2005.12.003
Fagin, 1995
Fischer, 2001, User modeling in human–computer interaction, User Model. User-Adapt. Interact., 11, 65, 10.1023/A:1011145532042
Fox, 2007, Argumentation-based inference and decision making—a medical perspective, IEEE Intell. Syst., 22, 34, 10.1109/MIS.2007.102
Fox, 2017, Explainable planning
Frosst
Gerstenberg, 2010, Spreading the blame: the allocation of responsibility amongst multiple agents, Cognition, 115, 166, 10.1016/j.cognition.2009.12.011
Ghallab, 2004
Ginet, 2008, In defense of a non-causal account of reasons explanations, J. Ethics, 12, 229, 10.1007/s10892-008-9033-z
Giordano, 2004, Conditional logic of actions and causation, Artif. Intell., 157, 239, 10.1016/j.artint.2004.04.009
Girotto, 1991, Event controllability in counterfactual thinking, Acta Psychol., 78, 111, 10.1016/0001-6918(91)90007-M
Greaves, 2000, What is a conversation policy?, 118
Grice, 1975, Logic and conversation, 41
Halpern, 2005, Causes and explanations: a structural-model approach. Part I: causes, Br. J. Philos. Sci., 56, 843, 10.1093/bjps/axi147
Halpern, 2005, Causes and explanations: a structural-model approach. Part II: explanations, Br. J. Philos. Sci., 56, 889, 10.1093/bjps/axi148
Hankinson, 2001
Hanson, 1965
Harradon
Hart, 1985
B. Hayes, J.A. Shah, Improving robot controller transparency through autonomous policy explanation, in: Proceedings of the 12th ACM/IEEE International Conference on Human–Robot Interaction (HRI 2017), p. 2017.
Heider, 1958
Hesslow, 1988, The problem of causal selection, 11
Hilton, 2017, Social attribution and explanation, 645
Hilton, 1988, Logic and causal attribution, 33
Hilton, 1990, Conversational processes and causal explanation, Psychol. Bull., 107, 65, 10.1037/0033-2909.107.1.65
Hilton, 1996, Mental models and causal explanation: judgements of probable cause and explanatory relevance, Think. Reasoning, 2, 273, 10.1080/135467896394447
Hilton, 2005, Counterfactuals, conditionals and causality: a social psychological perspective, 44
Hilton, 2010, Selecting explanations from causal chains: do statistical principles explain preferences for voluntary causes?, Eur. J. Soc. Psychol., 40, 383, 10.1002/ejsp.623
Hilton, 2005, The course of events: counterfactuals, causal sequences and explanation
Hilton, 1986, Knowledge-based causal attribution: the abnormal conditions focus model, Psychol. Rev., 93, 75, 10.1037/0033-295X.93.1.75
Hoffman, 2017, Explaining explanation, part 1: theoretical foundations, IEEE Intell. Syst., 32, 68, 10.1109/MIS.2017.54
Hume, 2000
Jaspars, 1988, Mental models of causal reasoning, 335
Josephson, 1996
Kahneman, 2011
Kahneman, 1982, The simulation heuristic
Kashima, 1998, The category of the mind: folk psychology of belief, desire, and intention, Asian J. Social Psychol., 1, 289, 10.1111/1467-839X.00019
Kass, 1987
Kelley, 1967, 192
Kelley, 1972
Knobe, 2003, Intentional action and side effects in ordinary language, Analysis, 63, 190, 10.1093/analys/63.3.190
Kulesza, 2015, Principles of explanatory debugging to personalize interactive machine learning, 126
Kulesza, 2013, Too much, too little, or just right? Ways explanations impact end users' mental models, 3
Kulesza, 2011, Why-oriented end-user debugging of naive Bayes text classification, ACM Trans. Interact. Intell. Syst. (TiiS), 1, 2
Lagnado, 2008, Judgments of cause and blame: the effects of intentionality and foreseeability, Cognition, 108, 754, 10.1016/j.cognition.2008.06.009
Langley, 2017, Explainable agency for intelligent autonomous systems
Leake, 1991, Goal-based explanation evaluation, Cogn. Sci., 15, 509
Leake, 1995, Abduction, experience, and goals: a model of everyday abductive explanation, J. Exp. Theor. Artif. Intell., 7, 407, 10.1080/09528139508953820
Leddo, 1984, Conjunctive explanations: when two reasons are better than one, J. Pers. Soc. Psychol., 47, 933, 10.1037/0022-3514.47.5.933
Levesque, 1989, A knowledge-level account of abduction, 1061
Causation, 1974, J. Philos., 70, 556
Lewis, 1986, Causal explanation, Philos. Pap., 2, 214
Lim, 2009, Assessing demand for intelligibility in context-aware applications, 195
Linegang, 2006, Human-automation collaboration in dynamic mission planning: a challenge requiring an ecological approach, Proc. Human Factors Ergonom. Soc. Annual Meeting, 50, 2482, 10.1177/154193120605002304
Lipton
Lombrozo, 2006, The structure and function of explanations, Trends Cogn. Sci., 10, 464, 10.1016/j.tics.2006.08.004
Lombrozo, 2007, Simplicity and probability in causal explanation, Cogn. Psychol., 55, 232, 10.1016/j.cogpsych.2006.09.006
Lombrozo, 2009, Explanation and categorization: how “why?” informs “what?”, Cognition, 110, 248, 10.1016/j.cognition.2008.10.007
Lombrozo, 2010, Causal-explanatory pluralism: how intentions, functions, and mechanisms influence causal ascriptions, Cogn. Psychol., 61, 303, 10.1016/j.cogpsych.2010.05.002
Lombrozo, 2012, Explanation and abductive inference, 260
Lombrozo, 2014, Explanation and inference: mechanistic and functional explanations guide property generalization, Front. Human Neurosci., 8, 700, 10.3389/fnhum.2014.00700
Mackie, 1980
Malle, 1999, How people explain behavior: a new theoretical framework, Personal. Soc. Psychol. Rev., 3, 23, 10.1207/s15327957pspr0301_2
Malle, 2004
Malle, 2011, Attribution theories: how people make sense of behavior, 72
Malle, 2011, Time to give up the dogmas of attribution: an alternative theory of behavior explanation, Adv. Exp. Soc. Psychol., 44, 297, 10.1016/B978-0-12-385522-0.00006-8
Malle, 1997, The folk concept of intentionality, J. Exp. Soc. Psychol., 33, 101, 10.1006/jesp.1996.1314
Malle, 2000, Conceptual structure and social functions of behavior explanations: beyond person–situation attributions, J. Pers. Soc. Psychol., 79, 309, 10.1037/0022-3514.79.3.309
Malle, 2007, Actor-observer asymmetries in explanations of behavior: new answers to an old question, J. Pers. Soc. Psychol., 93, 491, 10.1037/0022-3514.93.4.491
Malle, 2001, Attention to behavioral events during interaction: two actor-observer gaps and three attempts to close them, J. Pers. Soc. Psychol., 81, 278, 10.1037/0022-3514.81.2.278
Marr, 1982
Marr, 1976
McCloy, 2000, Counterfactual thinking about controllable events, Mem. Cogn., 28, 1071, 10.3758/BF03209355
McClure, 2002, Goal-based explanations of actions and outcomes, Eur. Rev. Soc. Psychol., 12, 201, 10.1080/14792772143000067
McClure, 1997, For you can't always get what you want: when preconditions are better explanations than goals, Br. J. Soc. Psychol., 36, 223, 10.1111/j.2044-8309.1997.tb01129.x
McClure, 2001, When rich or poor people buy expensive objects: is the question how or why?, J. Lang. Soc. Psychol., 20, 229, 10.1177/0261927X01020003004
McClure, 1998, Are goals or preconditions better explanations? It depends on the question, Eur. J. Soc. Psychol., 28, 897, 10.1002/(SICI)1099-0992(1998110)28:6<897::AID-EJSP902>3.0.CO;2-P
McClure, 2003, The role of goal-based explanations, vol. 5, 306
McGill, 1993, Contrastive and counterfactual reasoning in causal judgment, J. Pers. Soc. Psychol., 64, 897, 10.1037/0022-3514.64.6.897
Menzies, 1993, Causation as a secondary quality, Br. J. Philos. Sci., 44, 187, 10.1093/bjps/44.2.187
Mercado, 2016, Intelligent agent transparency in human–agent teaming for multi-UxV management, Hum. Factors, 58, 401, 10.1177/0018720815621206
Mill, 1973, vol. III
Miller, 1990, Temporal order and the perceived mutability of events: implications for blame assignment, J. Pers. Soc. Psychol., 59, 1111, 10.1037/0022-3514.59.6.1111
Miller, 2017, Explainable AI: beware of inmates running the asylum, 36
Mitchell, 1986, Explanation-based generalization: a unifying view, Mach. Learn., 1, 47, 10.1007/BF00116250
Moore, 1993, Planning text for advisory dialogues: capturing intentional and rhetorical information, Comput. Linguist., 19, 651
Muise, 2015, Planning over multi-agent epistemic states: a classical planning approach, 1
Nott
O'Laughlin, 2002, How people explain actions performed by groups and individuals, J. Pers. Soc. Psychol., 82, 33, 10.1037/0022-3514.82.1.33
Overton, 2011, Scientific explanation and computation, 41
Overton, 2012
Pearl, 2018
Peirce, 1903, Harvard lectures on pragmatism, vol. 5
Petrick, 2016, Using general-purpose planning for action selection in human–robot interaction
Poole, 1989, Normality and faults in logic-based diagnosis, vol. 89, 1304
Pople, 1973, On the mechanization of abductive logic, vol. 73, 147
Popper, 2005
Prakken, 2006, Formal systems for persuasion dialogue, Knowl. Eng. Rev., 21, 163, 10.1017/S0269888906000865
Prasada, 2017, The scope of formal explanation, Psychon. Bull. Rev., 1
Prasada, 2006, Principled and statistical connections in common sense conception, Cognition, 99, 73, 10.1016/j.cognition.2005.01.003
Preston, 2005, Explanations versus applications: the explanatory power of valuable beliefs, Psychol. Sci., 16, 826, 10.1111/j.1467-9280.2005.01621.x
Ranney, 1988, Explanatory coherence and belief revision in naive physics, 426
Rao, 1995, BDI agents: from theory to practice, vol. 95, 312
Read, 1993, Explanatory coherence in social explanations: a parallel distributed processing account, J. Pers. Soc. Psychol., 65, 429, 10.1037/0022-3514.65.3.429
Rehder, 2003, A causal-model theory of conceptual representation and categorization, J. Exp. Psychol. Learn. Mem. Cogn., 29, 1141, 10.1037/0278-7393.29.6.1141
Rehder, 2006, When similarity and causality compete in category-based property generalization, Mem. Cogn., 34, 3, 10.3758/BF03193382
Reiter, 1987, A theory of diagnosis from first principles, Artif. Intell., 32, 57, 10.1016/0004-3702(87)90062-2
Ribeiro, 2016, Why should I trust you?: explaining the predictions of any classifier, 1135
Robnik-Šikonja, 2008, Explaining classifications for individual instances, IEEE Trans. Knowl. Data Eng., 20, 589, 10.1109/TKDE.2007.190734
Salmon, 2006
Samland, 2016, The role of prescriptive norms and knowledge in children's and adults' causal selection, J. Exp. Psychol. Gen., 145, 125, 10.1037/xge0000138
Samland, 2014, Do social norms influence causal inferences?, 1359
Scriven, 1972, The concept of comprehension: from semantics to software, 31
Shams, 2016, Normative practical reasoning via argumentation and dialogue
Singh, 2018, Combining planning with gaze for online human intention recognition
Slugoski, 1993, Attribution in conversational context: effect of mutual knowledge on explanation-giving, Eur. J. Soc. Psychol., 23, 219, 10.1002/ejsp.2420230302
Stubbs, 2007, Autonomy and common ground in human–robot interaction: a field study, IEEE Intell. Syst., 22, 42, 10.1109/MIS.2007.21
Susskind, 1999, Perceiving individuals and groups: expectancies, dispositional inferences, and causal attributions, J. Pers. Soc. Psychol., 76, 181, 10.1037/0022-3514.76.2.181
Swartout, 1993, Explanation in second generation expert systems, 543
Tetlock, 1989, Accountability: a social magnifier of the dilution effect, J. Pers. Soc. Psychol., 57, 388, 10.1037/0022-3514.57.3.388
Tetlock, 1996, The dilution effect: judgemental bias, conversational convention, or a bit of both?, Eur. J. Soc. Psychol., 26, 915, 10.1002/(SICI)1099-0992(199611)26:6<915::AID-EJSP797>3.0.CO;2-W
Trabasso, 2003, Story understanding and counterfactual reasoning, J. Exp. Psychol. Learn. Mem. Cogn., 29, 904, 10.1037/0278-7393.29.5.904
Tversky, 1983, Extensional versus intuitive reasoning: the conjunction fallacy in probability judgment, Psychol. Rev., 90, 293, 10.1037/0033-295X.90.4.293
Uttich, 2010, Norms inform mental state ascriptions: a rational explanation for the side-effect effect, Cognition, 116, 87, 10.1016/j.cognition.2010.04.003
Van Bouwel, 2002, Remote causes, bad explanations?, J. Theory Soc. Behav., 32, 437, 10.1111/1468-5914.00197
Van Fraassen, 1977, The pragmatics of explanation, Am. Philos. Q., 14, 143
Vasilyeva, 2015, Goals affect the perceived quality of explanations, 2469
von der Osten, 2017, The minds of many: opponent modelling in a stochastic game, 3845
Von Wright, 1971
Walton, 2004, A new dialectical theory of explanation, Philos. Explor., 7, 71, 10.1080/1386979032000186863
Walton, 2006, Examination dialogue: an argumentation framework for critically questioning an expert opinion, J. Pragmat., 38, 745, 10.1016/j.pragma.2005.01.016
Walton, 2007, Dialogical models of explanation, 1
Walton, 2011, A dialogue system specification for explanation, Synthese, 182, 349, 10.1007/s11229-010-9745-z
Walton, 1984
Weiner, 1980, BLAH, a system which explains its reasoning, Artif. Intell., 15, 19, 10.1016/0004-3702(80)90021-1
Weld
Wendt, 1998, On constitution and causation in international relations, Rev. Int. Stud., 24, 101, 10.1017/S0260210598001028
Wilkenfeld, 2015, Inference to the best explanation (IBE) versus explaining for the best inference (EBI), Sci. Educ., 24, 1059, 10.1007/s11191-015-9784-4
Williams, 2013, The hazards of explanation: overgeneralization in the face of exceptions, J. Exp. Psychol. Gen., 142, 1006, 10.1037/a0030996
Winikoff, 2017, Debugging agent programs with why?: questions, 251
Woodward, 2005