Results for 'Explanatory simplicity'

989 found
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  1.  82
    Group Minds and Explanatory Simplicity.Mark Sprevak & David Statham - 2015 - Royal Institute of Philosophy Supplement 76:3-19.
    This paper explores the claim that explanation of a group 's behaviour in term of individual mental states is, in principle, superior to explanation of that behaviour in terms of group mental states. We focus on the supposition that individual-level explanation is superior because it is simpler than group -level explanation. In this paper, we consider three different simplicity metrics. We argue that on none of those metrics does individual-level explanation achieve greater simplicity than a group -level alternative. (...)
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  2. Group minds and explanatory simplicity.Mark Sprevak & David Statham - 2015 - In Anthony O'Hear (ed.), Mind, Self and Person. Cambridge: Cambridge University Press.
     
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  3.  68
    Observations, explanatory power, and simplicity: Toward a non-Humean account.Richard Boyd - 1991 - In Richard Boyd, Philip Gasper & J. D. Trout (eds.), The Philosophy of Science. MIT Press. pp. 349--377.
  4. The Simplicity Intuition and Its Hidden Influence on Philosophy of Mind.David Barnett - 2008 - Noûs 42 (2):308 - 335.
    Huxley’s Explanatory Gap: There can be no explanation of how states of consciousness arise from interaction among a collection of physical things.
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  5.  53
    Simplicity and Economy in Bolzano’s Theory of Grounding.Stefan Roski & Antje Rumberg - 2016 - Journal of the History of Philosophy 54 (3):469-496.
    This paper is devoted to Bolzano’s theory of grounding (Abfolge) in his Wissenschaftslehre. Bolzanian grounding is an explanatory consequence relation that is frequently considered an ancestor of the notion of metaphysical grounding. The paper focuses on two principles that concern grounding in the realm of conceptual sciences and relate to traditionally widespread ideas on explanations: the principles, namely, that grounding orders conceptual truths from simple to more complex ones (Simplicity), and that it comes along with a certain theoretical (...)
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  6. Simplicity.Nicholas Maxwell - 2000 - Philsci Archive.
    There are two problems of simplicity. What does it mean to characterize a scientific theory as simple, unified or explanatory in view of the fact that a simple theory can always be made complex (and vice versa) by a change of terminology? How is preference in science for simple theories to be justified? In this paper I put forward a proposal as to how the first problem is to be solved. The more nearly the totality of fundamental physical (...)
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  7. Explanatory coherence (plus commentary).Paul Thagard - 1989 - Behavioral and Brain Sciences 12 (3):435-467.
    This target article presents a new computational theory of explanatory coherence that applies to the acceptance and rejection of scientific hypotheses as well as to reasoning in everyday life, The theory consists of seven principles that establish relations of local coherence between a hypothesis and other propositions. A hypothesis coheres with propositions that it explains, or that explain it, or that participate with it in explaining other propositions, or that offer analogous explanations. Propositions are incoherent with each other if (...)
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  8.  30
    Simplicity as a Cue to Probability: Multiple Roles for Simplicity in Evaluating Explanations.Thalia H. Vrantsidis & Tania Lombrozo - 2022 - Cognitive Science 46 (7):e13169.
    Cognitive Science, Volume 46, Issue 7, July 2022.
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  9.  58
    Simplicity, one-shot hypotheses and paleobiological explanation.Adrian Currie - 2019 - History and Philosophy of the Life Sciences 41 (1):10.
    Paleobiologists often provide simple narratives to explain complex, contingent episodes. These narratives are sometimes ‘one-shot hypotheses’ which are treated as being mutually exclusive with other possible explanations of the target episode, and are thus extended to accommodate as much about the episode as possible. I argue that a provisional preference for such hypotheses provides two kinds of productive scaffolding. First, they generate ‘hypothetical difference-makers’: one-shot hypotheses highlight and isolate empirically tractable dependencies between variables. Second, investigations of hypothetical difference-makers provision (...) resources, the ‘raw materials’ for constructing more complex—and likely more adequate—explanations. Provisional preferences for simple, one-shot hypotheses in historical science, then, is defeasibly justified on indirect—strategic—grounds. My argument is made in reference to recent developments regarding the K–Pg extinction. (shrink)
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  10. An Improbable God Between Simplicity and Complexity: Thinking about Dawkins’s Challenge.Philippe Gagnon - 2013 - International Philosophical Quarterly 53 (4):409-433.
    Richard Dawkins has popularized an argument that he thinks sound for showing that there is almost certainly no God. It rests on the assumptions (1) that complex and statistically improbable things are more difficult to explain than those that are not and (2) that an explanatory mechanism must show how this complexity can be built up from simpler means. But what justifies claims about the designer’s own complexity? One comes to a different understanding of order and of simplicity (...)
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  11. Inference to the best explanation, coherence and other explanatory virtues.Adolfas Mackonis - 2013 - Synthese 190 (6):975-995.
    This article generalizes the explanationist account of inference to the best explanation. It draws a clear distinction between IBE and abduction and presents abduction as the first step of IBE. The second step amounts to the evaluation of explanatory power, which consist in the degree of explanatory virtues that a hypothesis exhibits. Moreover, even though coherence is the most often cited explanatory virtue, on pain of circularity, it should not be treated as one of the explanatory (...)
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  12. Why the One Cannot Have Parts: Plotinus on Divine Simplicity, Ontological Independence, and Perfect Being Theology.Caleb M. Cohoe - 2017 - Philosophical Quarterly 67 (269):751-771.
    I use Plotinus to present absolute divine simplicity as the consequence of principles about metaphysical and explanatory priority to which most theists are already committed. I employ Phil Corkum’s account of ontological independence as independent status to present a new interpretation of Plotinus on the dependence of everything on the One. On this reading, if something else (whether an internal part or something external) makes you what you are, then you are ontologically dependent on it. I show that (...)
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  13. Quantitative Parsimony and Explanatory Power.Baker Alan - 2003 - British Journal for the Philosophy of Science 54 (2):245-259.
    The desire to minimize the number of individual new entities postulated is often referred to as quantitative parsimony. Its influence on the default hypotheses formulated by scientists seems undeniable. I argue that there is a wide class of cases for which the preference for quantitatively parsimonious hypotheses is demonstrably rational. The justification, in a nutshell, is that such hypotheses have greater explanatory power than less parsimonious alternatives. My analysis is restricted to a class of cases I shall refer to (...)
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  14. Linguistics and the explanatory economy.Gabe Dupre - 2019 - Synthese 199 (Suppl 1):177-219.
    I present a novel, collaborative, methodology for linguistics: what I call the ‘explanatory economy’. According to this picture, multiple models/theories are evaluated based on the extent to which they complement one another with respect to data coverage. I show how this model can resolve a long-standing worry about the methodology of generative linguistics: that by creating too much distance between data and theory, the empirical credentials of this research program are tarnished. I provide justifications of such methodologically central distinctions (...)
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  15.  37
    Note on simplicity and statistical explanations of correlations.Chrysovalantis Stergiou - manuscript
    In this note, I discuss the simplicity of rival statistical explanations of a correlation, couched in terms of Reichenbachian Common Cause Systems. Simplicity is analyzed in two components, the so-called intrinsic and contextual simplicity. I show that if one disentangles simplicity from explanatory power then the size of the system provides an adequate for simplicity in both of its dimensions.
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  16.  9
    How Does Explanatory Virtue Determine Probability Estimation?—Empirical Discussion on Effect of Instruction.Asaya Shimojo, Kazuhisa Miwa & Hitoshi Terai - 2020 - Frontiers in Psychology 11.
    It is important to reveal how humans evaluate an explanation of the recent development of explainable artificial intelligence. So, what makes people feel that one explanation is more likely than another? In the present study, we examine how explanatory virtues affect the process of estimating subjective posterior probability. Through systematically manipulating two virtues, Simplicity—the number of causes used to explain effects—and Scope—the number of effects predicted by causes—in three different conditions, we clarified two points in Experiment 1: that (...)
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  17.  68
    Quantitative Parsimony, Explanatory Power and Dark Matter.William L. Vanderburgh - 2014 - Journal for General Philosophy of Science / Zeitschrift für Allgemeine Wissenschaftstheorie 45 (2):317-327.
    Baker argues that quantitative parsimony—the principle that hypotheses requiring fewer entities are to be preferred over their empirically equivalent rivals—is a rational methodological criterion because it maximizes explanatory power. Baker lends plausibility to his account by confronting it with the example of postulating of the neutrino in order to resolve a discrepancy in Beta decay experiments. Baker’s account is initially attractive, but I argue that its details are problematic and that it yields undesirable consequences when applied to the case (...)
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  18. Non-empirical requirements scientific theories must satisfy: Simplicity, unification, explanation, beauty.Nicholas Maxwell - 2004 - Philsci Archive.
    A scientific theory, in order to be accepted as a part of theoretical scientific knowledge, must satisfy both empirical and non-empirical requirements, the latter having to do with simplicity, unity, explanatory character, symmetry, beauty. No satisfactory, generally accepted account of such non-empirical requirements has so far been given. Here, a proposal is put forward which, it is claimed, makes a contribution towards solving the problem. This proposal concerns unity of physical theory. In order to satisfy the non-empirical requirement (...)
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  19. On God and Mann: A View of Divine Simplicity.Thomas V. Morris - 1985 - Religious Studies 21 (3):299 - 318.
    One of the most difficult and perplexing tenets of classical theism is the doctrine of divine simplicity. Broadly put, this is generally understood to be the thesis that God is altogether without any proper parts, composition, or metaphysical complexity whatsoever. For a good deal more than a millennium, veritable armies of philosophical theologians – Jewish, Christian and Islamic – proclaimed the truth and importance of divine simplicity. Yet in our own time, the doctrine has enjoyed no such support. (...)
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  20.  50
    On God and Mann: A View of Divine Simplicity: THOMAS V. MORRIS.Thomas V. Morris - 1985 - Religious Studies 21 (3):299-318.
    One of the most difficult and perplexing tenets of classical theism is the doctrine of divine simplicity. Broadly put, this is generally understood to be the thesis that God is altogether without any proper parts, composition, or metaphysical complexity whatsoever. For a good deal more than a millennium, veritable armies of philosophical theologians – Jewish, Christian and Islamic – proclaimed the truth and importance of divine simplicity. Yet in our own time, the doctrine has enjoyed no such support. (...)
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  21. The Intrinsic Probability of Grand Explanatory Theories.Ted Poston - 2020 - Faith and Philosophy 37 (4):401-420.
    This paper articulates a way to ground a relatively high prior probability for grand explanatory theories apart from an appeal to simplicity. I explore the possibility of enumerating the space of plausible grand theories of the universe by using the explanatory properties of possible views to limit the number of plausible theories. I motivate this alternative grounding by showing that Swinburne’s appeal to simplicity is problematic along several dimensions. I then argue that there are three plausible (...)
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  22. Simple Minds: A Cognitive Account of Theoretical Simplicity and the Epistemology of Human Understanding.Franz-Peter Griesmaier - 1997 - Dissertation, The University of Arizona
    Why should anybody care about theoretical simplicity? It is pretty clear that simpler theories don't stand a better chance of being true, just because they are simpler than their competitors. Of course, simpler theories are easier to use in technological applications, and they are more tractable. But that is something engineers should be concerned about. Why should the theoretical scientist be interested in simple theories? ;The principal virtue of simple theories is their facilitation of scientific understanding in virtue of (...)
     
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  23.  76
    Function and phenomenology: Closing the explanatory gap.Thomas W. Clark - 1995 - Journal of Consciousness Studies 2 (3):241-54.
    This paper critiques the view that consciousness is likely something extra which accompanies or is produced by neural states, something beyond the functional cognitive processes realized in the brain. Such a view creates the `explanatory gap'between function and nomenology which many suppose cannot be filled by functionalist theories of mind. Given methodological considerations of simplicity, ontological parsimony, and theoretical conservatism, an alternative hypothesis is recommended, that subjective qualitative experience is identical to certain information-bearing, behaviour-controlling functions, not something which (...)
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  24.  24
    How revealed preference theory can be explanatory.Travis Holmes - 2022 - Studies in History and Philosophy of Science Part A 91 (C):20-27.
    The question of how to frame agential preferences in economics finds one caught between Scylla and Charybdis. If preferences are framed in as minimal and deflationary a manner as revealed preference theory recommends, the theory falls prey to objections about its predictiveness and explanatory power. Alternatively, if too many cognitive and causal intricacies are incorporated into the preference concept, revealed preference models will violate pragmatic norms of model construction, surrendering model simplicity and generality. This paper charts a middle (...)
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  25.  27
    Non-Bayesian Confirmation Theory, and the Principle of Explanatory Surplus.Donald A. Gillies - 1988 - PSA: Proceedings of the Biennial Meeting of the Philosophy of Science Association 1988:373 - 380.
    This paper suggests a new principle for confirmation theory which is called the principle of explanatory surplus. This principle is shown to be non-Bayesian in character, and to lead to a treatment of simplicity in science. Two cases of the principle of explanatory surplus are considered. The first (number of parameters) is illustrated by curve-fitting examples, while the second (number of theoretical assumptions) is illustrated by the examples of Newton's Laws and Adler's Theory of the Inferiority Complex.
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  26.  7
    Pluralism in the Cognitive Sciences: Theoretical, Methodological or Explanatory?Сущин М.А - 2022 - Philosophy and Culture (Russian Journal) 10:117-131.
    The article considers the opposition of the doctrines of pluralism and monism and their related principles of proliferation and unification in the context of the development of modern cognitive sciences in three important respects for philosophy of science: theoretical, methodological, and explanatory. The article criticizes T. Kuhn’s views of theoretical monism and extends the defense of theoretical pluralism undertaken in author’s previous publications devoted to the conception of theoretical complexes, aimed at the correct description of large groups of theories (...)
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  27.  91
    How a neural correlate can function as an explanation of consciousness: Evidence from the history of science regarding the likely explanatory value of the NCC approach.Ilya Farber - 2005 - Journal of Consciousness Studies 12 (4-5):77-95.
    A frequent criticism of the neuroscientific approach to consciousness is that its theories describe only 'correlates' or 'analogues' of consciousness, and so fail to address the nature of consciousness itself. Despite its apparent logical simplicity, this criticism in fact relies on some substantive assumptions about the nature and evolution of scientific explanations. In particular, it is usually assumed that, in expressing correlations, neural correlate of consciousness (NCC) theories must fail to capture the causal structure relating brain and mind. Drawing (...)
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  28.  20
    Models of God.Explanatory Adequacy - 2013 - In Jeanine Diller & Asa Kasher (eds.), Models of God and Alternative Ultimate Realities. Springer. pp. 43.
  29. Review of Ted Poston's Reason and explanation: A defense of explanatory coherentism (2014, Palgrave Macmillan). [REVIEW]Roche William - 2015 - Notre Dame Philosophical Reviews:1-7.
    Ted Poston's book Reason and Explanation: A Defense of Explanatory Coherentism is a book worthy of careful study. Poston develops and defends an explanationist theory of (epistemic) justification on which justification is a matter of explanatory coherence which in turn is a matter of conservativeness, explanatory power, and simplicity. He argues that his theory is consistent with Bayesianism. He argues, moreover, that his theory is needed as a supplement to Bayesianism. There are seven chapters. I provide (...)
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  30.  11
    Harmonizing IPRs on Software Piracy: Empirics of Trajectories in Africa.Simplice A. Asongu - 2013 - Journal of Business Ethics 118 (1):45-60.
    In the current efforts of harmonizing the standards and enforcement of IPRs protection worldwide, this paper explores software piracy trajectories and dynamics in Africa. Using a battery of estimation techniques that ignore as well as integrate short-run disturbances in time-dynamic fashion, we answer the big questions policy makers are most likely to ask before harmonizing IPRs regimes in the battle against software piracy. Three main findings are established. (1) African countries with low software piracy rates are catching-up their counterparts with (...)
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  31.  23
    Fighting Software Piracy: Some Global Conditional Policy Instruments.Simplice A. Asongu, Pritam Singh & Sara Le Roux - 2018 - Journal of Business Ethics 152 (1):175-189.
    This study examines the efficiency of tools for fighting software piracy in the conditional distributions of software piracy. Our paper examines software piracy in 99 countries over the period 1994–2010, using contemporary and non-contemporary quantile regressions. The intuition for modelling distributions contingent on existing levels of software piracy is that the effectiveness of tools against piracy may consistently decrease or increase simultaneously with the increasing levels of software piracy. Hence, blanket policies against software piracy are unlikely to succeed unless they (...)
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  32. Peter Railton, University of Michigan.We'll See You in Court! : The Rule of Law as An Explanatory & Normative Kind - 2019 - In Toh Kevin, Plunkett David & Shapiro Scott (eds.), Dimensions of Normativity: New Essays on Metaethics and Jurisprudence. New York: Oxford University Press.
     
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  33. 1. The Decline and Fall of the Covering Law Model.Explanatory Unification - 1980 - In Elmer Daniel Klemke, Robert Hollinger, David Wÿss Rudge & A. David Kline (eds.), Introductory readings in the philosophy of science. Amherst, N.Y.: Prometheus Books. pp. 278.
     
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  34. Jeroen Van bouwel.Explanatory Pluralism - 2008 - In Edward Fullbrook (ed.), Pluralist economics. New York: Distributed in the USA exclusively by Palgrave Macmillan. pp. 151.
     
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  35. William Ramsey.Explanatory Keep - 1997 - Mind and Language 12 (1).
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  36.  8
    Politique et religion dans la pensée de Jean-Jacques Rousseau.Simplice de Souza - 2019 - Roma: G&BPress.
    Jean Jacques Rousseau (1712-1778) ne cesse de fasciner ses lecteurs, par les controverses internes de ses ecrits. Dans une societe mondialisee, confrontee regulierement aux extremismes religieux qui tentent d'imposer leur vision du monde par la violence, peut-on encore entendre son verdict dans les Lettres ecrites de la Montagne : "La Religion est utile et meme necessaire aux Peuples"? Devant les theories de la laicisation, developpees dans une perspective de secularisation a sens unique, orientees vers l'expulsion de la religion de la (...)
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  37.  16
    Spinoza: contre la superstition et les charlatans de la foi.Yodé Simplice Dion - 2014 - Abidjan: Les Éditions Balafons.
    Partie 1. Le contexte scientifique et le langage de Spinoza -- I. Bref apercu du corpus spinozien -- II. Le contexte scientifique du XVIIe siecle -- Partie 2. Spinoza, une arme contre la superstition et les charlatans de la foi -- I. Le refus de la superstition -- II. Contre les charlatans de la foi ou l'actualité de la préface du Traité théologico-politique -- III. L'Ethique ou la connaissance comme arme de libération -- Conclusion.
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  38.  99
    Fighting Software Piracy: Which Governance Tools Matter in Africa?Antonio R. Andrés & Simplice A. Asongu - 2013 - Journal of Business Ethics 118 (3):667-682.
    This article integrates previously missing components of government quality into the governance-piracy nexus in exploring governance mechanisms by which global obligations for the treatment of IPRs are effectively transmitted from international to the national level in the battle against piracy. It assesses the best governance tools in the fight against piracy and upholding of intellectual property rights (IPRs). The instrumentality of IPR laws (treaties) in tackling piracy through good governance mechanisms is also examined. Findings demonstrate that: (1) while all governance (...)
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  39. Simply Extended Mind.Alexander auf der Straße - 2012 - Philosophia 40 (3):449-458.
    For more than one decade, Andy Clark has defended the now-famous extended mind thesis, the idea that cognitive processes leak into the world. In this paper I analyse Clark’s theoretical justification for the thesis: explanatory simplicity. I argue that his way of justifying the thesis leads into contradiction, either at the level of propositional attitude ascriptions or at the theoretical level. I evaluate three possible strategies of dealing with this issue, concluding that they are all likely to fail (...)
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  40. Why special relativity should not be a template for a fundamental reformulation of quantum mechanics.Harvey R. Brown & Christopher G. Timpson - 2006 - In William Demopoulos & Itamar Pitowsky (eds.), Physical Theory and its Interpretation. Springer. pp. 29-42.
    In a comparison of the principles of special relativity and of quantum mechanics, the former theory is marked by its relative economy and apparent explanatory simplicity. A number of theorists have thus been led to search for a small number of postulates - essentially information theoretic in nature - that would play the role in quantum mechanics that the relativity principle and the light postulate jointly play in Einstein's 1905 special relativity theory. The purpose of the present paper (...)
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  41. “Seeing things”.Adrian M. S. Piper - 1991 - Southern Journal of Philosophy 29 (S1):29-60.
    In an earlier discussion, I argued that Kant's moral theory satisfies some of the basic criteria for being a genuine theory: it includes testable hypotheses, nomological higher-and lower-level laws, theoretical constructs, internal principles, and bridge principles. I tried to show that Kant's moral theory is an ideal, descriptive deductive-nomological theory that explains the behavior of a fully rational being and generates testable hypotheses about the moral behavior of actual agents whom we initially assume to conform to its theoretical constructs. I (...)
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  42. On the Principle of Sufficient Reason.Jacek Wojtysiak - 2007 - Polish Journal of Philosophy 1 (1):111-135.
    The aim of this paper is to defend the ontological Principle of Sufficient Reason (PSR-O). I analyse various versions of this principle and various ways of justifying it. Then I attempt to challenge some counterexamples allegedly refuting a universal application of the PSR-O. There are standard and non-standard versions of the PSR-O. The PSR-Ostand can only be valid if there are no chains of contingent reasons and outcomes with first modules, i.e. all chains are actually infinite. However, there are serious (...)
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  43. Another Look at the Modal Collapse Argument.Omar Fakhri - 2021 - European Journal for Philosophy of Religion 13 (1):1-23.
    On one classical conception of God, God has no parts, not even metaphysical parts. God is not composed of form and matter, act and potency, and he is not composed of existence and essence. God is absolutely simple. This is the doctrine of Absolute Divine Simplicity. It is claimed that ADS implies a modal collapse, i.e. that God’s creation is absolutely necessary. I argue that a proper way of understanding the modal collapse argument naturally leads the proponent of ADS (...)
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  44. Consciousness and the Prospects for Substance Dualism.John Spackman - 2013 - Philosophy Compass 8 (11):1054-1065.
    There has in recent years been a significant surge of interest in non-materialist accounts of the mind. Property dualists hold that all substances (concrete particulars that persist over time) are material, but mental properties are distinct from physical properties. Substance dualists maintain that the mind or person is a non-material substance. This article considers the prospects for substance dualism given the current state of the debate. The best known type of substance dualism, Cartesian dualism, has traditionally faced a number of (...)
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  45.  8
    O zasadzie racji dostatecznej.Jacek Wojtysiak - 2006 - Roczniki Filozoficzne 54 (1):179-214.
    The aim of this paper is to defend the Principle of Sufficient Reason (PSR). I analyse various versions of this principle (and their structure) and various ways of justifying it. Then I present and attempt to challenge some counterexamples allegedly refuting a universal application of the PSR. One can distinguish three versions of the PSR: for each state of affairs there is a sufficient reason for its obtaining (PSR-O); for each true proposition there is a direct or indirect justification (PSR-E); (...)
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  46. Simple is not easy.Edison Barrios - 2016 - Synthese 193 (7):2261-2305.
    I review and challenge the views on simplicity and its role in linguistics put forward by Ludlow. In particular, I criticize the claim that simplicity—in the sense pertinent to science—is nothing more than ease of use or “user-friendliness”, motivated by economy of labor. I argue that Ludlow’s discussion fails to do justice to the diversity of factors that are relevant to simplicity considerations. This, in turn, leads to the neglect of crucial cases in which the rationale for (...)
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  47.  56
    A Skeptical View on the Physics-Consciousness Explanatory Gap.Mario Martinez-Saito - 2022 - Axiomathes 32 (6):1081-1110.
    The epistemological chasm between how we (implicitly and subjectively) perceive or imagine the actual world and how we (explicitly and “objectively”) think of its underlying entities has motivated perhaps the most disconcerting impasse in human thought: the explanatory gap between the phenomenal and physical properties of the world. Here, I advocate a combination of philosophical skepticism and simplicity as an informed approach to arbitrate among theories of consciousness. I argue that the explanatory gap is rightly a gap (...)
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  48. The Need for a Revolution in the Philosophy of Science.Nicholas Maxwell - 2002 - Journal for General Philosophy of Science / Zeitschrift für Allgemeine Wissenschaftstheorie 33 (2):381-408.
    There is a need to bring about a revolution in the philosophy of science, interpreted to be both the academic discipline, and the official view of the aims and methods of science upheld by the scientific community. At present both are dominated by the view that in science theories are chosen on the basis of empirical considerations alone, nothing being permanently accepted as a part of scientific knowledge independently of evidence. Biasing choice of theory in the direction of simplicity, (...)
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  49. Inference to the Best Explanation - An Overview.Frank Cabrera - 2022 - In Lorenzo Magnani (ed.), Handbook of Abductive Cognition. Cham: Springer. pp. 1-34.
    In this article, I will provide a critical overview of the form of non-deductive reasoning commonly known as “Inference to the Best Explanation” (IBE). Roughly speaking, according to IBE, we ought to infer the hypothesis that provides the best explanation of our evidence. In section 2, I survey some contemporary formulations of IBE and highlight some of its putative applications. In section 3, I distinguish IBE from C.S. Peirce’s notion of abduction. After underlining some of the essential elements of IBE, (...)
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  50.  18
    The Explanation Game: A Formal Framework for Interpretable Machine Learning.David S. Watson & Luciano Floridi - 2021 - In Josh Cowls & Jessica Morley (eds.), The 2020 Yearbook of the Digital Ethics Lab. Springer Verlag. pp. 109-143.
    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 (...)
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