Verónica Becher

Abduction as belief revision

1995, Artificial Intelligence 77 (1), 43-94, 1995
Citas: 184
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Autor(es)

Craig Boutilier and Veronica Becher

Abstract

We propose a model of abduction based on the revision of the epistemic state of an agent. Explanations must be sufficient to induce belief in the sentence to be explained (for instance, some observation), or ensure its consistency with other beliefs, in a manner that adequately accounts for factual and hypothetical sentences. Our model will generate explanations that nonmonotonically predict an observation, thus generalizing most current accounts, which require some deductive relationship between explanation and observation. It also provides a natural preference ordering on explanations, defined in terms of normality or plausibility. To illustrate the generality of our approach, we reconstruct two of the key paradigms for model-based diagnosis, abductive and consistency-based diagnosis, within our framework. This reconstruction provides an alternative semantics for both and extends these systems to …

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# Año #Citas Título Autores Journal Editor
1 2021 297 A survey of contrastive and counterfactual explanation generation methods for explainable artificial intelligence I Stepin, JM Alonso, A Catala, M Pereira-Fariña  IEEE Access, 2021 ieeexplore.ieee.org
2 2009 606 Abductive cognition: The epistemological and eco-cognitive dimensions of hypothetical reasoning L Magnani 2009 Springer
3 2017 233 Between probability and certainty: What justifies belief M Smith 2017 books.google.com
4 2012 271 Abductive reasoning and qualitative research M Lipscomb  Nursing philosophy, 2012 Wiley Online Library
5 2005 200 Argumentation methods for artificial intelligence in law D Walton 2005 books.google.com
6 2019 53 Optimizing group learning: An evolutionary computing approach I Douven  Artificial Intelligence, 2019 Elsevier
7 2020 23 Towards the role of theory of mind in explanation M Shvo, TQ Klassen, SA McIlraith  … 2020, Auckland, New Zealand, May 9 …, 2020 Springer
8 1999 114 Enhancing model checking in verification by AI techniques F Buccafurri, T Eiter, G Gottlob, N Leone  Artificial Intelligence, 1999 Elsevier
9 2005 88 A practical logic of cognitive systems: The reach of abduction: Insight and trial DM Gabbay, J Woods 2005 books.google.com
10 2004 91 Model-based and manipulative abduction in science L Magnani  Foundations of science, 2004 Springer
11 2003 102 An abductive framework for computing knowledge base updates C Sakama, K Inoue  Theory and Practice of Logic Programming, 2003 cambridge.org
12 1302 102 Defining explanation in probabilistic systems U Chajewska, JY Halpern  arXiv preprint arXiv:1302.1526, 2013 arxiv.org
13 2020 19 Developing healthy cities with urban facility management JE Nijkamp, MP Mobach  Facilities, 2020 emerald.com
14 2005 87 An abductive theory of scientific reasoning L Magnani  Semiotica, 2005 degruyter.com
15 2017 32 The logic of abduction: an introduction A Aliseda  Springer Handbook of Model-Based Science, 2017 Springer
16 1997 105 The many faces of defeasibility in defeasible deontic logic LWN van der Torre, YH Tan  Defeasible deontic logic, 1997 Springer
17 2006 78 Advice on abductive logic D Gabbay, J Woods  Logic Journal of IGPL, 2006 academic.oup.com
18 2016 38 The eco-cognitive model of abduction II: Irrelevance and implausibility exculpated L Magnani  Journal of Applied Logic, 2016 Elsevier
19 2001 86 Philosophy and geometry: Theoretical and historical issues L Magnani 2001 books.google.com
20 2019 27 Coaches' interpersonal emotion regulation and the coach-athlete relationship C Braun, KA Tamminen  Movement & Sport Sciences-Science & Motricité, 2019 cairn.info
21 1996 94 The role of abductive reasoning within the process of belief revision M Pagnucco 1996 Citeseer
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23 2022 4 Causal abms: Learning plausible causal models using agent-based modeling K Valogianni, B Padmanabhan  The KDD'22 Workshop on …, 2022 proceedings.mlr.press
24 2002 77 Epistemic mediators and model-based discovery in science L Magnani  Model-based reasoning: Science, technology, values, 2002 Springer
25 2004 51 Reasoning through doing. Epistemic mediators in scientific discovery L Magnani  Journal of Applied Logic, 2004 Elsevier
26 2013 29 An epistemic and dynamic approach to abductive reasoning: Abductive problem and abductive solution FR Velázquez-Quesada, F Soler-Toscano…  Journal of Applied …, 2013 Elsevier
27 2014 26 A conditional logic for abduction M Beirlaen, A Aliseda  Synthese, 2014 Springer
28 2000 45 Abductive reasoning through filtering C Baral  Artificial Intelligence, 2000 Elsevier
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30 2009 38 Hypothesizing about signaling networks N Tran, C Baral  Journal of Applied Logic, 2009 Elsevier
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32 2019 12 Modalities of abduction: a philosophy of science-based investigation of abduction J Olsen, A Gjerding  Human Arenas, 2019 Springer
33 2003 29 Preferences and explanations R Pino-Pérez, C Uzcátegui  Artificial Intelligence, 2003 Elsevier
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35 2006 31 Multimodal abduction: External semiotic anchors and hybrid representations L Magnani  Logic Journal of IGPL, 2006 academic.oup.com
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Figuras