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Bayes Nets and Rationality

In Markus Knauff & Wolfgang Spohn (eds.), The Handbook of Rationality. London: MIT Press (2021)

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  1. The Myside Bias in Argument Evaluation: A Bayesian Model.Edoardo Baccini & Stephan Hartmann - 2022 - Proceedings of the Annual Meeting of the Cognitive Science Society 44:1512-1518.
    The "myside bias'' in evaluating arguments is an empirically well-confirmed phenomenon that consists of overweighting arguments that endorse one's beliefs or attack alternative beliefs while underweighting arguments that attack one's beliefs or defend alternative beliefs. This paper makes two contributions: First, it proposes a probabilistic model that adequately captures three salient features of myside bias in argument evaluation. Second, it provides a Bayesian justification of this model, thus showing that myside bias has a rational Bayesian explanation under certain conditions.
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  • The Wisdom of the Small Crowd: Myside Bias and Group Discussion.Edoardo Baccini, Stephan Hartmann, Rineke Verbrugge & Zoé Christoff - forthcoming - Journal of Artificial Societies and Social Simulation.
    The my-side bias is a well-documented cognitive bias in the evaluation of arguments, in which reasoners in a discussion tend to overvalue arguments that confirm their prior beliefs, while undervaluing arguments that attack their prior beliefs. The first part of this paper develops and justifies a Bayesian model of myside bias at the level of individual reasoning. In the second part, this Bayesian model is implemented in an agent-based model of group discussion among myside-biased agents. The agent-based model is then (...)
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  • Reasoning Studies. From Single Norms to Individual Differences.Niels Skovgaard-Olsen - 2022 - Dissertation, University of Freiburg
    Habilitation thesis in psychology. The book consists of a collection of reasoning studies. The experimental investigations will take us from people’s reasoning about probabilities, entailments, pragmatic factors, argumentation, and causality to morality. An overarching theme of the book is norm pluralism and individual differences in rationality research.
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  • Deliberation and confidence change.Nora Heinzelmann & Stephan Hartmann - 2022 - Synthese 200 (1):1-13.
    We argue that social deliberation may increase an agent’s confidence and credence under certain circumstances. An agent considers a proposition H and assigns a probability to it. However, she is not fully confident that she herself is reliable in this assignment. She then endorses H during deliberation with another person, expecting him to raise serious objections. To her surprise, however, the other person does not raise any objections to H. How should her attitudes toward H change? It seems plausible that (...)
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  • How to Revise Beliefs from Conditionals: A New Proposal.Stephan Hartmann & Ulrike Hahn - 2021 - Proceedings of the Annual Meeting of the Cognitive Society 43:98-104.
    A large body of work has demonstrated the utility of the Bayesian framework for capturing inference in both specialist and everyday contexts. However, the central tool of the framework, conditionalization via Bayes’ rule, does not apply directly to a common type of learning: the acquisition of conditional information. How should an agent change her beliefs on learning that “If A, then C”? This issue, which is central to both reasoning and argumentation, has recently prompted considerable research interest. In this paper, (...)
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  • Casting inference to the best explanation's lot with active inference.Majid D. Beni - 2023 - Theoria 89 (2):188-203.
    This paper draws on the resources of computational neuroscience (an account of active inference under the free energy principle) to address Bas van Fraassen's bad lot objection to the inference to the best explanation (IBE). The general assumption of this paper is that IBE is a finessed form of active inferences that self-organising systems perform to maximise the chance of their survival. Under this assumption, the paper aims to establish the following points: first, the capacity to learn to perform explanatory (...)
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  • A New Approach to Testimonial Conditionals.Stephan Hartmann & Ulrike Hahn - 2020 - In Stephan Hartmann & Ulrike Hahn (eds.), CogSci 2020 Proceedings. Toronto, Ontario, Kanada: pp. 981–986.
    Conditionals pervade every aspect of our thinking, from the mundane and everyday such as ‘if you eat too much cheese, you will have nightmares’ to the most fundamental concerns as in ‘if global warming isn’t halted, sea levels will rise dramatically’. Many decades of research have focussed on the semantics of conditionals and how people reason from conditionals in everyday life. Here it has been rather overlooked how we come to such conditionals in the first place. In many cases, they (...)
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