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  1. Contrastive Bayesianism.Branden Fitelson - 2013 - In Martijn Blaauw (ed.), Contrastivism in philosophy. New York: Routledge/Taylor & Francis Group.
    Bayesianism provides a rich theoretical framework, which lends itself rather naturally to the explication of various “contrastive” and “non-contrastive” concepts. In this (brief) discussion, I will focus on issues involving “contrastivism”, as they arise in some of the recent philosophy of science, epistemology, and cognitive science literature surrounding Bayesian confirmation theory.
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  • Scientific Understanding: What It Is and How It Is Achieved.Anna Elisabeth Höhl - 2024 - transcript Verlag.
    Understanding is an ability manifested by grasping relations of a phenomenon and articulating new explanations. Hence, scientific understanding is inextricably intertwined with and not possible without explanation, and understanding is not a type of propositional knowledge. Anna Elisabeth Höhl provides a novel philosophical account of scientific understanding by developing and defending necessary and sufficient conditions for the understanding that scientists achieve of the phenomena they are researching. This account of scientific understanding is based on and supported by a detailed investigation (...)
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  • Two Kinds of Causal Explanation.George Botterill - 2010 - Theoria 76 (4):287-313.
    To give a causal explanation is to give information about causal history. But a vast amount of causal history lies behind anything that happens, far too much to be included in any intelligible explanation. This is the Problem of Limitation for explanatory information. To cope with this problem, explanations must select for what is relevant to and adequate for answering particular inquiries. In the present paper this idea is used in order to distinguish two kinds of causal explanation, on the (...)
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  • Moral alternatives, physical determinism & Frankfurt-style counterexamples.Nadine Elzein - 2022 - Inquiry: An Interdisciplinary Journal of Philosophy 65 (10):1231-1249.
    ABSTRACT Agents in Frankfurt-style counterexamples only appear to be responsible insofar as they act willingly in the actual sequence, but would need to be manipulated against their will into forming the relevant intention in the alternative sequence. This difference appears ineliminable and unavoidably morally significant. ‘Neo-Frankfurtians’ concede that the sequences must be physically differentiated, but deny their moral differentiation. In contrast, I explore whether the alternatives could be physically undifferentiated, despite their moral difference. The reason there is an ineliminable moral (...)
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  • Contrastivism and non‐contrastivism in scientific explanation.Yafeng Shan - 2019 - Philosophy Compass 14 (8):e12613.
    The nature of scientific explanation is controversial. Some maintain that all scientific explanations have to be contrastive in nature (contrastivism). However, others argue that no scientific explanation is genuinely contrastive (non-contrastivism). In addition, a compatibilist view has been recently devloped. It is argued that the debate between contrastivism and non-contrastivism is merely a linguistic dispute rather than a genuine disagreement on the nature of scientific explanation. Scientific explanations are both contrastive and non-contrastive in some sense (compatibilism). This paper examines the (...)
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  • The explanation game: a formal framework for interpretable machine learning.David S. Watson & Luciano Floridi - 2020 - Synthese 198 (10):1–⁠32.
    We propose a formal framework for interpretable machine learning. Combining elements from statistical learning, causal interventionism, and decision theory, we design an idealised explanation game in which players collaborate to find the best explanation for a given algorithmic prediction. Through an iterative procedure of questions and answers, the players establish a three-dimensional Pareto frontier that describes the optimal trade-offs between explanatory accuracy, simplicity, and relevance. Multiple rounds are played at different levels of abstraction, allowing the players to explore overlapping causal (...)
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  • The explanation game: a formal framework for interpretable machine learning.David S. Watson & Luciano Floridi - 2021 - Synthese 198 (10):9211-9242.
    We propose a formal framework for interpretable machine learning. Combining elements from statistical learning, causal interventionism, and decision theory, we design an idealisedexplanation gamein which players collaborate to find the best explanation(s) for a given algorithmic prediction. Through an iterative procedure of questions and answers, the players establish a three-dimensional Pareto frontier that describes the optimal trade-offs between explanatory accuracy, simplicity, and relevance. Multiple rounds are played at different levels of abstraction, allowing the players to explore overlapping causal patterns of (...)
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  • Grounding the Luck Objection.Neal A. Tognazzini - 2015 - Australasian Journal of Philosophy 93 (1):127-138.
    Many object to libertarianism by arguing that it manages to solve one problem of luck only by falling prey to another . According to this objection, there is something freedom-undermining about the very circumstances that the libertarian thinks are required for freedom. However, it has proved difficult to articulate precisely what it is about these circumstances that is supposed to undermine freedom—the absence of certain sorts of explanations has perhaps been the most common complaint. In this paper, however, I argue (...)
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  • Contrastive causal explanation and the explanatoriness of deterministic and probabilistic hypotheses.Elliott Sober - 2020 - European Journal for Philosophy of Science 10 (3):1-15.
    Carl Hempel argued that probabilistic hypotheses are limited in what they can explain. He contended that a hypothesis cannot explain why E is true if the hypothesis says that E has a probability less than 0.5. Wesley Salmon and Richard Jeffrey argued to the contrary, contending that P can explain why E is true even when P says that E’s probability is very low. This debate concerned noncontrastive explananda. Here, a view of contrastive causal explanation is described and defended. It (...)
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  • The luck argument against event-causal libertarianism: It is here to stay.Markus E. Schlosser - 2014 - Philosophical Studies 167 (2):375-385.
    The luck argument raises a serious challenge for libertarianism about free will. In broad outline, if an action is undetermined, then it appears to be a matter of luck whether or not one performs it. And if it is a matter of luck whether or not one performs an action, then it seems that the action is not performed with free will. This argument is most effective against event-causal accounts of libertarianism. Recently, Franklin (Philosophical Studies 156:199–230, 2011) has defended event-causal (...)
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  • Competing accounts of contrastive coherence.Michael Schippers - 2016 - Synthese 193 (10).
    The proposition that Tweety is a bird coheres better with the proposition that Tweety has wings than with the proposition that Tweety cannot fly. This relationship of contrastive coherence is the focus of the present paper. Based on recent work in formal epistemology we consider various possibilities to model this relationship by means of probability theory. In a second step we consider different applications of these models. Among others, we offer a coherentist interpretation of the conjunction fallacy.
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  • Is it all just a matter of luck?Timothy O'connor - 2007 - Philosophical Explorations 10 (2):157 – 161.
    A central argument of Alfred Mele's Free Will and Luck (2006) is that the problem of luck poses essentially the same problem for all the main indeterministic accounts of free will. Consequently, there is no advantage is certain theories (notably, agent-causal theories) in their capacity to respond to the problem of luck. I argue that Mele has not made a persuasive case for these claims.
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  • The Problem of Luck and the Contradictory Nature of Moral Responsibility in the Libertarian Accounts of Free Will.Aleksandr S. Mishura - 2019 - Russian Journal of Philosophical Sciences 62 (10):102-120.
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  • Fundamentality and Time’s Arrow.Christian Loew - 2018 - Philosophy of Science 85 (3):483-500.
    The distribution of matter in our universe is strikingly time asymmetric. Most famously, the Second Law of Thermodynamics says that entropy tends to increase toward the future but not toward the past. But what explains this time-asymmetric distribution of matter? In this paper, I explore the idea that time itself has a direction by drawing from recent work on grounding and metaphysical fundamentality. I will argue that positing such a direction of time, in addition to time-asymmetric boundary conditions, enables a (...)
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  • Contrastive statistical explanation and causal heterogeneity.Jaakko Kuorikoski - 2012 - European Journal for Philosophy of Science 2 (3):435-452.
    Probabilistic phenomena are often perceived as being problematic targets for contrastive explanation. It is usually thought that the possibility of contrastive explanation hinges on whether or not the probabilistic behaviour is irreducibly indeterministic, and that the possible remaining contrastive explananda are token event probabilities or complete probability distributions over such token outcomes. This paper uses the invariance-under-interventions account of contrastive explanation to argue against both ideas. First, the problem of contrastive explanation also arises in cases in which the probabilistic behaviour (...)
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  • On the Explanatory Depth and Pragmatic Value of Coarse-Grained, Probabilistic, Causal Explanations.David Kinney - 2018 - Philosophy of Science (1):145-167.
    This article considers the popular thesis that a more proportional relationship between a cause and its effect yields a more abstract causal explanation of that effect, which in turn produces a deeper explanation. This thesis is taken to have important implications for choosing the optimal granularity of explanation for a given explanandum. In this article, I argue that this thesis is not generally true of probabilistic causal relationships. In light of this finding, I propose a pragmatic, interest-relative measure of explanatory (...)
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  • Is understanding explanatory or objectual?Kareem Khalifa - 2013 - Synthese 190 (6):1153-1171.
    Jonathan Kvanvig has argued that “objectual” understanding, i.e. the understanding we have of a large body of information, cannot be reduced to explanatory concepts. In this paper, I show that Kvanvig fails to establish this point, and then propose a framework for reducing objectual understanding to explanatory understanding.
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  • Contrastive Explanations as Social Accounts.Kareem Khalifa - 2010 - Social Epistemology 24 (4):263-284.
    Explanatory contrastivists hold that we often explain phenomena of the form p rather than q. In this paper, I present a new, social‐epistemological model of contrastive explanation—accountabilism. Specifically, my view is inspired by social‐scientific research that treats explanations fundamentally as accounts; that is, communicative actions that restore one's social status when charged with questionable behaviour. After developing this model, I show how accountabilism provides a more comprehensive model of contrastive explanation than the causal models of contrastive explanation that are currently (...)
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  • The lovely and the probable. [REVIEW]Christopher Hitchcock - 2007 - Philosophy and Phenomenological Research 74 (2):433–440.
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  • The Lovely and the Probable.Christopher Hitchcock - 2007 - Philosophy and Phenomenological Research 74 (2):433-440.
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  • . . .And away from a theory of explanation itself.Christopher Hitchcock - 2005 - Synthese 143 (1-2):109-124.
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  • Quantum java: The upwards percolation of quantum indeterminacy.Bruce Glymour, Marcelo Sabatés & Andrew Wayne - 2001 - Philosophical Studies 103 (3):271 - 283.
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  • Selection, indeterminism, and evolutionary theory.Bruce Glymour - 2001 - Philosophy of Science 68 (4):518-535.
    I argue that results from foraging theory give us good reason to think some evolutionary phenomena are indeterministic and hence that evolutionary theory must be probabilistic. Foraging theory implies that random search is sometimes selectively advantageous, and experimental work suggests that it is employed by a variety of organisms. There are reasons to think such search will sometimes be genuinely indeterministic. If it is, then individual reproductive success will also be indeterministic, and so too will frequency change in populations of (...)
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  • Reconciling Contrastive and Non-contrastive Explanation.Victor Gijsbers - 2018 - Erkenntnis 83 (6):1213-1227.
    Two apparently mutually exclusive ideas about the relation between contrastive and non-contrastive explanations can be found in the literature. According to contrastivists, all explanation is contrastive explanation and the supposed existence of non-contrastive explanations can be revealed to be an illusion. According to non-contrastivists, on the other hand, contrastive explanation can be fully analysed in terms of non-contrastive explanation, and is thus not of fundamental importance. In the current article, I discuss the main arguments in favour of and against each (...)
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  • The heart of libertarianism: Fundamentality and the will.Christopher Evan Franklin - 2019 - Social Philosophy and Policy 36 (1):72-92.
    :It is often claimed that libertarianism offers an unattractive conception of free will and moral responsibility because it renders free agency inexplicable and irrational. This essay aims, first, to show that the soundness of these objections turns on more basic disagreements concerning the ideals of free agency and, second, to develop and motivate a truly libertarian conception of the ideals of free agency. The central contention of the essay is that the heart of libertarians’ ideal of free agency is the (...)
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  • Farewell to the luck (and Mind) argument.Christopher Evan Franklin - 2011 - Philosophical Studies 156 (2):199-230.
    In this paper I seek to defend libertarianism about free will and moral responsibility against two well-known arguments: the luck argument and the Mind argument. Both of these arguments purport to show that indeterminism is incompatible with the degree of control necessary for free will and moral responsibility. I begin the discussion by elaborating these arguments, clarifying important features of my preferred version of libertarianism—features that will be central to an adequate response to the arguments—and showing why a strategy of (...)
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  • Agent-Causation, Explanation, and Akrasia: A Reply to Levy’s Hard Luck. [REVIEW]Christopher Evan Franklin - 2015 - Criminal Law and Philosophy 9 (4):753-770.
    I offer a brief review of, and critical response to, Neil Levy’s fascinating recent book Hard Luck, where he argues that no one is ever free or morally responsible not because of determinism or indeterminism, but because of luck. Two of Levy’s central arguments in defending his free will nihilism concern the nature and role of explanation in a theory of moral responsibility and the nature of akrasia. With respect to explanation, Levy argues that an adequate theory of moral responsibility (...)
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  • The demand for contrastive explanations.Nadine Elzein - 2019 - Philosophical Studies 176 (5):1325-1339.
    A “contrastive explanation” explains not only why some event A occurred, but why A occurred as opposed to some alternative event B. Some philosophers argue that agents could only be morally responsible for their choices if those choices have contrastive explanations, since they would otherwise be “luck infested”. Assuming that contrastive explanations cannot be offered for causally undetermined events, this requirement entails that no one could be held responsible for a causally undetermined choice. Such arguments challenge incompatibilism, since they entail (...)
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  • Free will, chance, and mystery.Laura Ekstrom - 2003 - Philosophical Studies 113 (2):153-80.
    This paper proposes a reconciliation between libertarian freedomand causal indeterminism, without relying on agent-causation asa primitive notion. I closely examine Peter van Inwagen''s recentcase for free will mysterianism, which is based in part on thewidespread worry that undetermined acts are too chancy to befree. I distinguish three senses of the term chance I thenargue that van Inwagen''s case for free will mystrianism fails,since there is no single construal of the term change on whichall of the premises of his argument for (...)
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  • Free Will, Chance, and Mystery.L. Ekstrom - 2003 - Philosophical Studies 113 (2):153-180.
    This paper proposes a reconciliation between libertarian freedomand causal indeterminism, without relying on agent-causation asa primitive notion. I closely examine Peter van Inwagen's recentcase for free will mysterianism, which is based in part on thewidespread worry that undetermined acts are too chancy to befree. I distinguish three senses of the term ‘chance’ I thenargue that van Inwagen's case for free will mystrianism fails,since there is no single construal of the term ‘change’ on whichall of the premises of his argument for (...)
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  • Beyond Explanation: Understanding as Dependency Modeling.Finnur Dellsén - 2018 - British Journal for the Philosophy of Science (4):1261-1286.
    This paper presents and argues for an account of objectual understanding that aims to do justice to the full range of cases of scientific understanding, including cases in which one does not have an explanation of the understood phenomenon. According to the proposed account, one understands a phenomenon just in case one grasps a sufficiently accurate and comprehensive model of the ways in which it or its features are situated within a network of dependence relations; one’s degree of understanding is (...)
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  • Are More Details Better? On the Norms of Completeness for Mechanistic Explanations.Carl F. Craver & David M. Kaplan - 2020 - British Journal for the Philosophy of Science 71 (1):287-319.
    Completeness is an important but misunderstood norm of explanation. It has recently been argued that mechanistic accounts of scientific explanation are committed to the thesis that models are complete only if they describe everything about a mechanism and, as a corollary, that incomplete models are always improved by adding more details. If so, mechanistic accounts are at odds with the obvious and important role of abstraction in scientific modelling. We respond to this characterization of the mechanist’s views about abstraction and (...)
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  • How why-interrogatives work.Ryan Cox - 2019 - Synthese 198 (5):4651-4688.
    How do why-interrogatives work? How do they express the questions they express, in the contexts in which they express them? In this essay, I argue that, at a fundamental level, why-interrogatives work just like other wh-interrogatives, particularly other adjunct wh-interrogatives, and they express the questions they express, in the contexts in which they express them, by the same means that other wh-interrogatives do. These conclusions go against a trend in recent work on why-interrogatives, which holds that they are syntactically and (...)
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  • Agent causation and the problem of luck.Randolph Clarke - 2005 - Pacific Philosophical Quarterly 86 (3):408-421.
    : On a standard libertarian account of free will, an agent acts freely on some occasion only if there remains, until the action is performed, some chance that the agent will do something else instead right then. These views face the objection that, in such a case, it is a matter of luck whether the agent does one thing or another. This paper considers the problem of luck as it bears on agent‐causal libertarian accounts. A view of this type is (...)
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  • Scalar implicature and contrastive explanation.Arnold Chien - 2008 - Synthese 161 (1):47 - 66.
    I argue for a subsumption of any version of Grice’s first quantity maxim posited to underlie scalar implicature, by developing the idea of implicature recovery as a kind of explanatory inference, as e.g. in science. I take the applicable model to be contrastive explanation, while following van Fraassen’s analysis of explanation as an answer to a why-question. A scalar implicature is embedded in such an answer, one that meets two probabilistic constraints: the probability of the answer, and ‘favoring’. I argue (...)
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  • Solving the Tacking Problem with Contrast Classes.Jake Chandler - 2007 - British Journal for the Philosophy of Science 58 (3):489-502.
    The traditional Bayesian qualitative account of evidential support (TB) takes assertions of the form 'E evidentially supports H' to affirm the existence of a two-place relation of evidential support between E and H. The analysans given for this relation is $C(H,E) =_{def} Pr(H\arrowvertE) \models Pr(H)$ . Now it is well known that when a hypothesis H entails evidence E, not only is it the case that C(H,E), but it is also the case that C(H&X,E) for any arbitrary X. There is (...)
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  • Contrastive confirmation: some competing accounts.Jake Chandler - 2013 - Synthese 190 (1):129-138.
    I outline four competing probabilistic accounts of contrastive evidential support and consider various considerations that might help arbitrate between these. The upshot of the discussion is that the so-called 'Law of Likelihood' is to be preferred to any of the alternatives considered.
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  • Self-forming actions, contrastive explanations, and the structure of the will.Neil Campbell - 2020 - Synthese 197 (3):1225-1240.
    Robert Kane’s libertarian theory is often attacked on the grounds that undetermined self-forming actions are not amenable to contrastive explanation. I propose that we should understand contrastive explanations in terms of an appeal to structuring causes. Doing so reveals that Kane’s claim that there can be no contrastive explanation for self-forming actions is not an unwanted implication of his appeal to indeterminism, but is actually an implication of the fact that the agent’s will is not yet appropriately structured. I then (...)
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  • Contrastive Explanation, Efforts of Will, and Dual Responsibility: A Defense of Kane’s Libertarian Theory.Neil Campbell & Jamal Kadkhodapour - 2022 - Acta Analytica 37 (3):415-430.
    Neil Levy mounts two arguments against Robert Kane’s influential libertarian theory. According to the first, because Kanean self-forming actions are undetermined, there can be no contrastive explanation for why agents choose as they do rather than otherwise, in which case how they choose appears to be a matter of luck. According to the second, if one grants Kane the claim that agents are responsible for their undetermined choices in virtue of the fact that they made efforts of will to choose (...)
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  • The Explanatory Component of Moral Responsibility.Gunnar Björnsson & Karl Persson - 2012 - Noûs 46 (2):326-354.
    In this paper, we do three things. First, we put forth a novel hypothesis about judgments of moral responsibility according to which such judgments are a species of explanatory judgments. Second, we argue that this hypothesis explains both some general features of everyday thinking about responsibility and the appeal of skeptical arguments against moral responsibility. Finally, we argue that, if correct, the hypothesis provides a defense against these skeptical arguments.
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  • The biased nature of philosophical beliefs in the light of peer disagreement.László Bernáth & János Tőzsér - 2021 - Metaphilosophy 52 (3-4):363-378.
    This essay presents an argument, which it calls the Bias Argument, with the dismaying conclusion that (almost) everyone should significantly reduce her confidence in (too many) philosophical beliefs. More precisely, the argument attempts to show that the most precious philosophical beliefs are biased, as the pervasive and permanent disagreement among the leading experts in philosophy cannot be explained by the differences between their evidence bases and competences. After a short introduction, the premises of the Bias Argument are spelled out in (...)
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  • Explanatory Unification.Thomas Bartelborth - 2002 - Synthese 130 (1):91-108.
    Explanations contribute to our understanding of the world byembedding phenomena into general nomic patterns that we recognize in the world. Manyof these patterns are, of course, causal ones, but the declaration as ``causal'' often fails to determinethe explanatory power of the pattern. More important is the systematization capacity and the empiricalcontent of the pattern or theory with respect to explanations. We can specify these parameters moreprecisely within the framework of the structuralist view of theories.
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  • Causal determinism.Carl Hoefer - 2008 - Stanford Encyclopedia of Philosophy.
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  • Counterfactual theories of causation.Peter Menzies - 2008 - Stanford Encyclopedia of Philosophy.
    The basic idea of counterfactual theories of causation is that the meaning of causal claims can be explained in terms of counterfactual conditionals of the form “If A had not occurred, C would not have occurred”. While counterfactual analyses have been given of type-causal concepts, most counterfactual analyses have focused on singular causal or token-causal claims of the form “event c caused event e”. Analyses of token-causation have become popular in the last thirty years, especially since the development in the (...)
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  • The problem of granularity for scientific explanation.David Kinney - 2019 - Dissertation, London School of Economics and Political Science (Lse)
    This dissertation aims to determine the optimal level of granularity for the variables used in probabilistic causal models. These causal models are useful for generating explanations in a number of scientific contexts. In Chapter 1, I argue that there is rarely a unique level of granularity at which a given phenomenon can be causally explained, thereby rejecting various causal exclusion arguments. In Chapter 2, I consider several recent proposals for measuring the explanatory power of causal explanations, and show that these (...)
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  • "Because" without "Cause": The Uses and Limits of Non-Causal Explanation.Jonathan Birch - 2008 - Dissertation, University of Cambridge
    In this BA dissertation, I deploy examples of non-causal explanations of physical phenomena as evidence against the view that causal models of explanation can fully account for explanatory practices in science. I begin by discussing the problems faced by Hempel’s models and the causal models built to replace them. I then offer three everyday examples of non-causal explanation, citing sticks, pilots and apples. I suggest a general form for such explanations, under which they can be phrased as inductive-statistical arguments incorporating (...)
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  • Selection and explanation.Alexander Bird - 2006 - In Rethinking Explanation. Springer. pp. 131--136.
    Selection explanations explain some non-accidental generalizations in virtue of a selection process. Such explanations are not particulaizable - they do not transfer as explanations of the instances of such generalizations. This is unlike many explanations in the physical sciences, where the explanation of the general fact also provides an explanation of its instances (i.e. standard D-N explanations). Are selection explanations (e.g. in biology) therefore a different kind of explanation? I argue that to understand this issue, we need to see that (...)
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  • Session 4: Evolutionary indeterminism.Robert Brandon, Alan Love, Paul Griffths & Frederic Bouchard - manuscript
    Proceedings of the Pittsburgh Workshop in History and Philosophy of Biology, Center for Philosophy of Science, University of Pittsburgh, March 23-24 2001 Session 4: Evolutionary Indeterminism.
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  • The Libertarian Approaches in Response to the Luck Argument.Jamal Kadkhodapour & Asgar Dirbaz - 2020 - Journal of Philosophical Theological Research 22 (4):5-26.
    The argument that free will and indeterminism are incompatible is known as the Luck Argument. This argument has been put forward against the libertarians who deny determinism to prove free will. The basic idea of the argument is that in an undetermined world, free will cannot be imagined. There are various formulations for this argument. They all seek to explain why, if the choice is undetermined, it is by chance; but the focus of this article is on the explanatory formulation. (...)
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