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  1. Finding Foundations for Bounded and Adaptive Rationality.Ralph Hertwig & Arthur Paul Pedersen - 2016 - Minds and Machines 26 (1-2):1-8.
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  • Patterns of Response Times and Response Choices to Science Questions: The Influence of Relative Processing Time.Andrew F. Heckler & Thomas M. Scaife - 2015 - Cognitive Science 39 (3):496-537.
    We report on five experiments investigating response choices and response times to simple science questions that evoke student “misconceptions,” and we construct a simple model to explain the patterns of response choices. Physics students were asked to compare a physical quantity represented by the slope, such as speed, on simple physics graphs. We found that response times of incorrect answers, resulting from comparing heights, were faster than response times of correct answers comparing slopes. This result alone might be explained by (...)
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  • The scaling of mental computation in a sorting task.Susanne Haridi, Charley M. Wu, Ishita Dasgupta & Eric Schulz - 2023 - Cognition 241 (C):105605.
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  • Normative ecological rationality: normative rationality in the fast-and-frugal-heuristics research program.D. Wade Hands - 2014 - Journal of Economic Methodology 21 (4):396-410.
    The purpose of this paper is to examine the normative interpretation of the fast-and-frugal research program and in particular to contrast it with the normative reading of rational choice theory and behavioral economics. The ecological rationality of fast-and-frugal heuristics is admittedly a form of normative naturalism – it derives what agents “ought” to do from that which “is” ecologically rational – and the paper will examine how this differs from the normative rationality associated with rational choice theory. I will also (...)
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  • Act Versus Impact: Conservatives and Liberals Exhibit Different Structural Emphases in Moral Judgment.Ivar R. Hannikainen, Ryan M. Miller & Fiery A. Cushman - 2017 - Ratio 30 (4):462-493.
    Conservatives and liberals disagree sharply on matters of morality and public policy. We propose a novel account of the psychological basis of these differences. Specifically, we find that conservatives tend to emphasize the intrinsic value of actions during moral judgment, in part by mentally simulating themselves performing those actions, while liberals instead emphasize the value of the expected outcomes of the action. We then demonstrate that a structural emphasis on actions is linked to the condemnation of victimless crimes, a distinctive (...)
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  • “The Gaze Heuristic:” Biography of an Adaptively Rational Decision Process.Robert P. Hamlin - 2017 - Topics in Cognitive Science 9 (2):264-288.
    This article is a case study that describes the natural and human history of the gaze heuristic. The gaze heuristic is an interception heuristic that utilizes a single input repeatedly as a task is performed. Its architecture, advantages, and limitations are described in detail. A history of the gaze heuristic is then presented. In natural history, the gaze heuristic is the only known technique used by predators to intercept prey. In human history the gaze heuristic was discovered accidentally by Royal (...)
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  • Scope of heuristics and digitalization: the case of marketing automation.Simone Guercini - 2022 - Mind and Society 21 (2):151-164.
    This paper focuses on the impact of digitalization and marketing automation on the “scope” of the heuristics adopted in the marketers’ decision-making processes. The “scope” refers to the decision-making contexts in which the use of the heuristic rules is diffuse and is effective. More precisely, “scope" is (the extension of) the field in which a heuristic can be applied (successfully). The article is based on evidence collected through ethnographic interviews with twenty-three experienced marketers to discuss the impact of marketing automation (...)
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  • Heuristics as tales from the field: the problem of scope.Simone Guercini - 2019 - Mind and Society 18 (2):191-205.
    The scope of a heuristic decision making rule is a product of its fit to the context, the extension to which a heuristic can be applied successfully. To achieve effective outcomes, decision makers may use a few heuristics with large scopes or many with narrow scopes. Through a directed review of the literature combined with ethnographic research, this paper contributes to the debate on the problem of scope in three types of heuristics, namely, multipliers, thresholds, and calends. The scope of (...)
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  • Nudge Versus Boost: How Coherent are Policy and Theory?Till Grüne-Yanoff & Ralph Hertwig - 2016 - Minds and Machines 26 (1-2):149-183.
    If citizens’ behavior threatens to harm others or seems not to be in their own interest, it is not uncommon for governments to attempt to change that behavior. Governmental policy makers can apply established tools from the governmental toolbox to this end. Alternatively, they can employ new tools that capitalize on the wealth of knowledge about human behavior and behavior change that has been accumulated in the behavioral sciences. Two contrasting approaches to behavior change are nudge policies and boost policies. (...)
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  • Overcoming Frege’s curse: heuristic reasoning as the basis for teaching philosophy of science to scientists.Till Grüne-Yanoff - 2022 - European Journal for Philosophy of Science 12 (1):1-15.
    A lot of philosophy taught to science students consists of scientific methodology. But many philosophy of science textbooks have a fraught relationship with methodology, presenting it either a system of universal principles or entirely permeated by contingent factors not subject to normative assessment. In this paper, I argue for an alternative, heuristic perspective for teaching methodology: as fallible, purpose- and context-dependent, subject to cost-effectiveness considerations and systematically biased, but nevertheless subject to normative assessment. My pedagogical conclusion from this perspective is (...)
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  • Introduction: methodologies of bounded rationality.Till Grüne-Yanoff, Caterina Marchionni & Ivan Moscati - 2014 - Journal of Economic Methodology 21 (4):325-342.
    The modelling of bounded rationality is currently pursued by approaches that exhibit a wide diversity of methodologies. This special issue collects five contributions that discuss different methodological aspects of these approaches. In our introduction, we map the variety of methodological positions with respect to three questions. First, what kinds of evidence do the respective approaches consider relevant for modelling bounded rationality? Second, what kind of modelling desiderata do the respective approaches focus on? And third, how do the respective approaches justify (...)
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  • Dancing at gunpoint. A review of Herbert Gintis's The bounds of reason: game theory and the unification of the behavioral sciences. Princeton: Princeton University Press, 2009, 304 pp. [REVIEW]Till Grüne-Yanoff - 2010 - Erasmus Journal for Philosophy and Economics 3 (2):111.
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  • Choosing the right model for policy decision-making: the case of smallpox epidemiology.Till Grüne-Yanoff - 2018 - Synthese 198 (Suppl 10):2463-2484.
    Policymakers increasingly draw on scientific methods, including simulation modeling, to justify their decisions. For these purposes, scientists and policymakers face an extensive choice of modeling strategies. Discussing the example of smallpox epidemiology, this paper distinguishes three types of strategies: Massive Simulation Models (MSMs), Abstract Simulation Models (ASMs) and Macro Equation Models (MEMs). By analyzing some of the main smallpox epidemic models proposed in the last 20 years, it discusses how to justify strategy choice with reference to the core characteristics of (...)
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  • Assessing complex problem-solving skills with multiple complex systems.Samuel Greiff, Andreas Fischer, Matthias Stadler & Sascha Wüstenberg - 2015 - Thinking and Reasoning 21 (3):356-382.
    In this paper we propose the multiple complex systems approach for assessing domain-general complex problem-solving skills and its processes knowledge acquisition and knowledge application. After defining the construct and the formal frameworks for describing complex problems, we emphasise some of the measurement issues inherent in assessing CPS skills with single tasks. With examples of the MicroDYN test and the MicroFIN test, we show how to adequately score problem-solving skills by using multiple tasks. We discuss implications for problem-solving research and the (...)
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  • Introduction to Volume 3, Issue 1 of topiCS.Wayne D. Gray - 2011 - Topics in Cognitive Science 3 (1):1-2.
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  • Dual Process Theories in Behavioral Economics and Neuroeconomics: a Critical Review.James D. Grayot - 2020 - Review of Philosophy and Psychology 11 (1):105-136.
    Despite their popularity, dual process accounts of human reasoning and decision-making have come under intense scrutiny in recent years. Cognitive scientists and philosophers alike have come to question the theoretical foundations of the ‘standard view’ of dual process theory and have challenged the validity and relevance of evidence in support of it. Moreover, attempts to modify and refine dual process theory in light of these challenges have generated additional concerns about its applicability and refutability as a scientific theory. With these (...)
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  • Cognitive models of risky choice: Parameter stability and predictive accuracy of prospect theory.Andreas Glöckner & Thorsten Pachur - 2012 - Cognition 123 (1):21-32.
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  • On the adaptive advantage of always being right (even when one is not).Nathalia L. Gjersoe & Bruce M. Hood - 2009 - Behavioral and Brain Sciences 32 (6):521-522.
    We propose another positive illusion that fits with McKay & Dennett's (M&D's) criteria for adaptive misbeliefs. This illusion is pervasive in adult reasoning but we focus on its prevalence in children's developing theories. It is a strongly held conviction arising from normal functioning of the doxastic system that confers adaptive advantage on the individual.
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  • On the Supposed Evidence for Libertarian Paternalism.Gerd Gigerenzer - 2015 - Review of Philosophy and Psychology 6 (3):361-383.
    Can the general public learn to deal with risk and uncertainty, or do authorities need to steer people’s choices in the right direction? Libertarian paternalists argue that results from psychological research show that our reasoning is systematically flawed and that we are hardly educable because our cognitive biases resemble stable visual illusions. For that reason, they maintain, authorities who know what is best for us need to step in and steer our behavior with the help of “nudges.” Nudges are nothing (...)
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  • How (far) can rationality be naturalized?Gerd Gigerenzer & Thomas Sturm - 2012 - Synthese 187 (1):243-268.
    The paper shows why and how an empirical study of fast-and-frugal heuristics can provide norms of good reasoning, and thus how (and how far) rationality can be naturalized. We explain the heuristics that humans often rely on in solving problems, for example, choosing investment strategies or apartments, placing bets in sports, or making library searches. We then show that heuristics can lead to judgments that are as accurate as or even more accurate than strategies that use more information and computation, (...)
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  • A Simple Heuristic Successfully Used by Humans, Animals, and Machines: The Story of the RAF and Luftwaffe, Hawks and Ducks, Dogs and Frisbees, Baseball Outfielders and Sidewinder Missiles—Oh My!Gerd Gigerenzer & Wayne D. Gray - 2017 - Topics in Cognitive Science 9 (2):260-263.
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  • Moral Satisficing: Rethinking Moral Behavior as Bounded Rationality.Gerd Gigerenzer - 2010 - Topics in Cognitive Science 2 (3):528-554.
    What is the nature of moral behavior? According to the study of bounded rationality, it results not from character traits or rational deliberation alone, but from the interplay between mind and environment. In this view, moral behavior is based on pragmatic social heuristics rather than moral rules or maximization principles. These social heuristics are not good or bad per se, but solely in relation to the environments in which they are used. This has methodological implications for the study of morality: (...)
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  • A Sampling Framework for Uncertainty in Individual Environmental Decisions.Mirta Galesic, Astrid Kause & Wolfgang Gaissmaier - 2016 - Topics in Cognitive Science 8 (1):242-258.
    Decisions in the environmental and in particular the climate domain are burdened with uncertainty. Here, we focus on uncertainties faced by individuals when making decisions about environmental behavior, and we use the statistical sampling framework to develop a classification of different sources of uncertainty they encounter. We then map these sources to different public policy strategies aiming to help individuals cope with uncertainty when making environmental decisions.
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  • Human Rationality Challenges Universal Logic.Brian R. Gaines - 2010 - Logica Universalis 4 (2):163-205.
    Tarski’s conceptual analysis of the notion of logical consequence is one of the pinnacles of the process of defining the metamathematical foundations of mathematics in the tradition of his predecessors Euclid, Frege, Russell and Hilbert, and his contemporaries Carnap, Gödel, Gentzen and Turing. However, he also notes that in defining the concept of consequence “efforts were made to adhere to the common usage of the language of every day life.” This paper addresses the issue of what relationship Tarski’s analysis, and (...)
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  • Un-debunking Ordinary Objects with the Help of Predictive Processing.Paweł Gładziejewski - 2023 - British Journal for the Philosophy of Science 74 (4):1047-1068.
    Debunking arguments aim to undermine common sense beliefs by showing that they are not explanatorily or causally linked to the entities they are purportedly about. Rarely are facts about the aetiology of common sense beliefs invoked for the opposite aim, that is, to support the reality of entities that furnish our manifest image of the world. Here I undertake this sort of un-debunking project. My focus is on the metaphysics of ordinary physical objects. I use the view of perception as (...)
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  • What Are the “True” Statistics of the Environment?Jacob Feldman - 2017 - Cognitive Science 41 (7):1871-1903.
    A widespread assumption in the contemporary discussion of probabilistic models of cognition, often attributed to the Bayesian program, is that inference is optimal when the observer's priors match the true priors in the world—the actual “statistics of the environment.” But in fact the idea of a “true” prior plays no role in traditional Bayesian philosophy, which regards probability as a quantification of belief, not an objective characteristic of the world. In this paper I discuss the significance of the traditional Bayesian (...)
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  • A Generative View of Rationality and Growing Awareness†.Teppo Felin & Jan Koenderink - 2022 - Frontiers in Psychology 13.
    In this paper we contrast bounded and ecological rationality with a proposed alternative, generative rationality. Ecological approaches to rationality build on the idea of humans as “intuitive statisticians” while we argue for a more generative conception of humans as “probing organisms.” We first highlight how ecological rationality’s focus on cues and statistics is problematic for two reasons: the problem of cue salience, and the problem of cue uncertainty. We highlight these problems by revisiting the statistical and cue-based logic that underlies (...)
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  • Science as a Vaccine.Angelo Fasce & Alfonso Picó - 2019 - Science & Education 28 (1-2):109-125.
    In this study, we explore the relation between scientific literacy and unwarranted beliefs. The results show heterogeneous interactions between six constructs: conspiracy theories poorly interact with scientific literacy; there are major differences between attitudinal and practical dimensions of critical thinking; paranormal and pseudoscientific beliefs show similar associations ; and, only scientific knowledge interacts with other predictor of unwarranted beliefs, such as ontological confusions. These results reveal a limited impact: science educators must take into account the complex interactions between the dimensions (...)
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  • Metacognitive control in single- vs. dual-process theory.Aliya R. Dewey - 2023 - Thinking and Reasoning 29 (2):177-212.
    Recent work in cognitive modelling has found that most of the data that has been cited as evidence for the dual-process theory (DPT) of reasoning is best explained by non-linear, “monotonic” one-process models (Stephens et al., 2018, 2019). In this paper, I consider an important caveat of this research: it uses models that are committed to unrealistic assumptions about how effectively task conditions can isolate Type-1 and Type-2 reasoning. To avoid this caveat, I develop a coordinated theoretical, experimental, and modelling (...)
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  • Arbitrating norms for reasoning tasks.Aliya R. Dewey - 2022 - Synthese 200 (6):1-26.
    The psychology of reasoning uses norms to categorize responses to reasoning tasks as correct or incorrect in order to interpret the responses and compare them across reasoning tasks. This raises the arbitration problem: any number of norms can be used to evaluate the responses to any reasoning task and there doesn’t seem to be a principled way to arbitrate among them. Elqayam and Evans have argued that this problem is insoluble, so they call for the psychology of reasoning to dispense (...)
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  • Resource Rationality.Thomas F. Icard - manuscript
    Theories of rational decision making often abstract away from computational and other resource limitations faced by real agents. An alternative approach known as resource rationality puts such matters front and center, grounding choice and decision in the rational use of finite resources. Anticipated by earlier work in economics and in computer science, this approach has recently seen rapid development and application in the cognitive sciences. Here, the theory of rationality plays a dual role, both as a framework for normative assessment (...)
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  • Flesh Without Blood: The public health argument for synthetic meat.Jonathan Anomaly, Diana Fleischman, Heather Browning & Walter Veit - 2023 - Journal of Bioethical Inquiry 20 (3).
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  • Thinking Fast and Slow in AI: the Role of Metacognition.Marianna Bergamaschi Ganapini - manuscript
    Multiple Authors - please see paper attached. -/- AI systems have seen dramatic advancement in recent years, bringing many applications that pervade our everyday life. However, we are still mostly seeing instances of narrow AI: many of these recent developments are typically focused on a very limited set of competencies and goals, e.g., image interpretation, natural language processing, classification, prediction, and many others. We argue that a better study of the mechanisms that allow humans to have these capabilities can help (...)
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  • Intuitive And Reflective Responses In Philosophy.Nick Byrd - 2014 - Dissertation, University of Colorado
    Cognitive scientists have revealed systematic errors in human reasoning. There is disagreement about what these errors indicate about human rationality, but one upshot seems clear: human reasoning does not seem to fit traditional views of human rationality. This concern about rationality has made its way through various fields and has recently caught the attention of philosophers. The concern is that if philosophers are prone to systematic errors in reasoning, then the integrity of philosophy would be threatened. In this paper, I (...)
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  • Cognitive Processes Underlying Heuristic Decision Making.Sebastian Dummel - unknown
    Our life is full of choices—choices that differ, among others, in the amount of information on which they are based. For instance, when facing a choice between two options that differ on several decision-relevant attributes, one could rely on the most relevant attribute only to make the decision, or one could integrate information from several attributes and base the choice on that combined information. When a decision maker bases her choice on the most relevant attribute only, however, what does this (...)
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  • Homeostatic epistemology : reliability, coherence and coordination in a Bayesian virtue epistemology.Susannah Kate Devitt - 2013 - Dissertation,
    How do agents with limited cognitive capacities flourish in informationally impoverished or unexpected circumstances? Aristotle argued that human flourishing emerged from knowing about the world and our place within it. If he is right, then the virtuous processes that produce knowledge, best explain flourishing. Influenced by Aristotle, virtue epistemology defends an analysis of knowledge where beliefs are evaluated for their truth and the intellectual virtue or competences relied on in their creation. However, human flourishing may emerge from how degrees of (...)
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  • Naming is framing: the public understanding of scientific names.Reginald Boersma - 2018 - Dissertation, Wageningen University
    Genomics, Climate Change, Nanotechnology, Nuclear Magnetic Resonance… For the uninitiated, scientific names created by experts can be difficult to understand. Yet, people have to make decisions about the related scientific concepts. Experts reach understanding with theory and expect non-experts to do the same. However, my research shows that people can satisfy their need to make sense of what they are dealing with by just using associations triggered by a name. For example, people often unfairly presume that genomics and the controversial (...)
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