Results for 'Statistically abstractive explanations'

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  1. Drift and “Statistically Abstractive Explanation”.Mohan Matthen - 2009 - Philosophy of Science 76 (4):464-487.
    A hitherto neglected form of explanation is explored, especially its role in population genetics. “Statistically abstractive explanation” (SA explanation) mandates the suppression of factors probabilistically relevant to an explanandum when these factors are extraneous to the theoretical project being pursued. When these factors are suppressed, the explanandum is rendered uncertain. But this uncertainty traces to the theoretically constrained character of SA explanation, not to any real indeterminacy. Random genetic drift is an artifact of such uncertainty, and it is (...)
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  2.  58
    “Relevant similarity” and the causes of biological evolution: selection, fitness, and statistically abstractive explanations.Jonathan Michael Kaplan - 2013 - Biology and Philosophy 28 (3):405-421.
    Matthen (Philos Sci 76(4):464–487, 2009) argues that explanations of evolutionary change that appeal to natural selection are statistically abstractive explanations, explanations that ignore some possible explanatory partitions that in fact impact the outcome. This recognition highlights a difficulty with making selective analyses fully rigorous. Natural selection is not about the details of what happens to any particular organism, nor, by extension, to the details of what happens in any particular population. Since selective accounts focus on (...)
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  3.  91
    Abstraction and its Limits: Finding Space For Novel Explanation.Eleanor Knox - 2016 - Noûs 50 (1):41-60.
    Several modern accounts of explanation acknowledge the importance of abstraction and idealization for our explanatory practice. However, once we allow a role for abstraction, questions remain. I ask whether the relation between explanations at different theoretical levels should be thought of wholly in terms of abstraction, and argue that changes of the quantities in terms of which we describe a system can lead to novel explanations that are not merely abstractions of some more detailed picture. I use the (...)
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  4. 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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  5.  19
    Explanation in Science.James A. Overton - unknown
    Scientific explanation is an important goal of scientific practise. Philosophers have proposed a striking diversity of seemingly incompatible accounts of explanation, from deductive-nomological to statistical relevance, unification, pragmatic, causal-mechanical, mechanistic, causal intervention, asymptotic, and model-based accounts. In this dissertation I apply two novel methods to reexamine our evidence about scientific explanation in practise and thereby address the fragmentation of philosophical accounts. I start by collecting a data set of 781 articles from one year of the journal Science. Using automated text (...)
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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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    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 overlapping causal (...)
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  8. Galton's Blinding Glasses. Modern Statistics Hiding Causal Structure in Early Theories of Inheritance.Bert Leuridan - 2007 - In Federica Russo & Jon Williamson (eds.), Causality and Probability in the Sciences. College Publications. pp. 243--262.
    ABSTRACT. Probability and statistics play an important role in contemporary -philosophy of causality. They are viewed as glasses through which we can see or detect causal relations. However, they may sometimes act as blinding glasses, as I will argue in this paper. In the 19th century, Francis Galton tried to statistically analyze hereditary phenomena. Although he was a far better statistician than Gregor Mendel, his biological theory turned out to be less fruitful. This was no sheer accident. His knowledge (...)
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  9.  26
    Narrative and Explanation: Explaining Anna Karenina in the Light of Its Epigraph.Marina Ludwigs - 2004 - Contagion: Journal of Violence, Mimesis, and Culture 11 (1):124-145.
    In lieu of an abstract, here is a brief excerpt of the content:NARRATIVE AND EXPLANATION: EXPLAINING ANNA KARENINA IN THE LIGHT OF ITS EPIGRAPH Marina Ludwigs University ofCalifornia, Irvine In this paper, I will be examining the relation of explanation to narrative, looking briefly at the theoretical side ofthe problematic and in more detail at specific explanatory issues that arise in Tolstoy's novel Anna Karenina. Although the use itselfofthe term "explanation" is not as visible in the humanities as it is (...)
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  10. The Structure of Explanation in Cognitive Science.Brian Beakley - 1992 - Dissertation, State University of New York at Stony Brook
    The goal of this dissertation is to show that cognitive science, while dealing with the special subject of the mind, can nonetheless fit into the same general model that Bas van Fraassen provides for the natural sciences. The dissertation focuses specifically on the nature of explanation in the cognitive sciences. ;Chapter One makes clear what I take cognitive science to be in the work. The two central cases here are Noam Chomsky's theory of generative syntax, and David Marr's computational theory (...)
     
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  11. Approximations, idealizations, and models in statistical mechanics.Chuang Liu - 2004 - Erkenntnis 60 (2):235-263.
    In this paper, a criticism of the traditional theories of approximation and idealization is given as a summary of previous works. After identifying the real purpose and measure of idealization in the practice of science, it is argued that the best way to characterize idealization is not to formulate a logical model – something analogous to Hempel's D-N model for explanation – but to study its different guises in the praxis of science. A case study of it is then made (...)
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  12. Abstract Explanations in Science.Christopher Pincock - 2014 - British Journal for the Philosophy of Science 66 (4):857-882.
    This article focuses on a case that expert practitioners count as an explanation: a mathematical account of Plateau’s laws for soap films. I argue that this example falls into a class of explanations that I call abstract explanations.explanations involve an appeal to a more abstract entity than the state of affairs being explained. I show that the abstract entity need not be causally relevant to the explanandum for its features to be explanatorily relevant. However, it remains unclear (...)
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  13.  8
    ChatGPT: a psychomachia.Christopher Norris - 2024 - Substance 53 (1):77-84.
    In lieu of an abstract, here is a brief excerpt of the content:ChatGPT:a psychomachiaChristopher Norris (bio)The human mind is not, like ChatGPT and its ilk, a lumbering statistical engine for pattern matching, gorging on hundreds of terabytes of data and extrapolating the most likely conversational response or most probable answer to a scientific question. On the contrary, the human mind is a surprisingly efficient and even elegant system that operates with small amounts of information; it seeks not to infer brute (...)
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    Tactile Perception in Aesthetic Evaluation: A Systematic Review.Zetian Dai, Tan Wee Hoe, Shoushan Wang & Juan Xue - 2023 - The Journal of Aesthetic Education 57 (4):98-119.
    Abstract:The haptic sense is an essential component of aesthetic evaluation that is often overlooked in today’s mobile internet age. Unlike hearing and vision, the sense of touch is less widely transmitted. Unfortunately, most aesthetic theories and explanations have focused solely on the visual and auditory senses, with minimal attention given to tactile evaluation. To address this gap in knowledge, we have collected studies on tactile aesthetics within the framework of experimental aesthetics from 2000 to 2022. After statistical generalization, our (...)
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  15.  43
    Statistical Autonomous Explanations and the Patterns of Nature: A Modified Account.Travis Holmes & Andre Ariew - forthcoming - British Journal for the Philosophy of Science.
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  16. The use of statistics in explanation.Arthur W. Collins - 1966 - British Journal for the Philosophy of Science 17 (2):127-140.
  17.  10
    Spiritually Bilingual: Buddhist Christians and the Process of Dual Religious Belonging.Jonathan Homrighausen - 2015 - Buddhist-Christian Studies 35:57-69.
    In lieu of an abstract, here is a brief excerpt of the content:Spiritually Bilingual:Buddhist Christians and the Process of Dual Religious BelongingJonathan HomrighausenSociologists studying convert Buddhism in America have found that a surprisingly large number of Buddhists also identify as Christian.1 However, little empirical literature examines these Buddhist-Christian “dual religious belongers.”2 This study aims to fill that gap. Based on extensive interviews with eight self-identified “Buddhist Christians” of varying levels of doctrinal and experiential understanding, this study examines the conversion process (...)
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  18. Plenitude, Possibility, and the Limits of Reason: A Medieval Arabic Debate on the Metaphysics of Nature.Taneli Kukkonen - 2000 - Journal of the History of Ideas 61 (4):539-560.
    In lieu of an abstract, here is a brief excerpt of the content:Journal of the History of Ideas 61.4 (2000) 539-560 [Access article in PDF] Plenitude, Possibility, and the Limits of Reason: A Medieval Arabic Debate on the Metaphysics of Nature Taneli Kukkonen In a recent article Simo Knuuttila has examined the argumentative patterns of modern cosmology, especially the search in fundamental physics for an "ultimate explanation," a unified "Theory of Everything" that would subsume all more local theories under its (...)
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  19.  15
    Cause, Fault, Norm.John Z. - 2008 - Philosophy, Psychiatry, and Psychology 15 (1):51-55.
    In lieu of an abstract, here is a brief excerpt of the content:Cause, Fault, NormJohn Z. Sadler (bio)Keywordscriminality, mental disorder, responsibilityThanks to the commentators for their fine work. In my brief comments I cannot address all that is raised, but can touch upon everyone’s discussion briefly.In her commentary, Gwen Adshead reflects on her experience as a forensic psychiatrist and therapist for violent offenders. Although Adshead discusses a number of important points, I found her insight into why some vices find their (...)
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  20.  5
    Logics of Failed Revolt: French Theory After May '68 (review).Ronald Shusterman - 1997 - Philosophy and Literature 21 (1):191-193.
    In lieu of an abstract, here is a brief excerpt of the content:Reviewed by:Logics of Failed Revolt: French Theory After May ‘68Ronald ShustermanLogics of Failed Revolt: French Theory After May ‘68, by Peter Starr; xi & 232 pp. Stanford: Stanford University Press, 1995, $45.00 cloth, $14.95 paper.Failed revolt? For many people, current French theory is more a revolt of failed logic. Anyone yearning for a definitive refutation of these threatening foreign trends will get no satisfaction from Peter Starr’s volume. His (...)
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  21.  20
    Anthropological Perspectives in Psychiatric Nosology.Juan J. López-Ibor Jr & María-Inés López-Ibor - 2008 - Philosophy, Psychiatry, and Psychology 15 (3):259-263.
    In lieu of an abstract, here is a brief excerpt of the content:Anthropological Perspectives in Psychiatric NosologyJuan J. López-Ibor Jr. (bio) and María-Inés López-Ibor (bio)KeywordsDSM, etiology, Aristotelian causes, social dramasPsychiatry and clinical psychology, as we learn in this paper, are disciplines in need of an ontological perspective. Very few branches of contemporary learning share this characteristic. Probably only theoretical physic and theology—as the rest have long ago given up trying to define and understand the essence of their object, for example, (...)
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    Ontological and Other Assumptions.Lloyd A. Wells & Sandra J. Rackley - 2007 - Philosophy, Psychiatry, and Psychology 14 (3):203-204.
    In lieu of an abstract, here is a brief excerpt of the content:Ontological and Other AssumptionsLloyd A. Wells (bio) and Sandra J. Rackley (bio)Fahrenberg and Cheetham have conducted an immensely thought-provoking study of the assumptions about human nature made by 800 students and pose a question about the future impact of these assumptions on individuals’ practice in professions including medicine and psychotherapy.This work represents a branch of “philosophical anthropology,” which considers assumptions people make about human nature. The authors used a (...)
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  23.  49
    Vice and Viciousness.Gwen Adshead - 2008 - Philosophy, Psychiatry, and Psychology 15 (1):23-26.
    In lieu of an abstract, here is a brief excerpt of the content:Vice and ViciousnessGwen Adshead (bio)Keywordspsychiatric diagnosis, antisocial behaviorI am Grateful to Professor Sadler for such a clear and helpful account of how human misconduct (or vice) has been confounded diagnostically with human disease (as defined by the Diagnostic and Statistical Manual of Mental Disorders [DSM] classificatory system); and even more grateful for the chance to offer comment. Professor Sadler’s paper raises questions about the DSM enterprise as a whole; (...)
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  24.  12
    A Third Way: Social Disability and Person-Centered Assessment.Christopher Heginbotham - 2008 - Philosophy, Psychiatry, and Psychology 15 (1):31-33.
    In lieu of an abstract, here is a brief excerpt of the content:A Third Way: Social Disability and Person-Centered AssessmentChristopher Heginbotham (bio)Keywordsimpaired functioning, psychopathic, personality disorder, neurological damage, psychotherapyJohn Sadler’s Fascinating Paper identifies a significant problem with existing diagnostic classifications. But in doing so he raises further unresolved philosophical, nosological, and practical problems. Although he is undoubtedly right in showing that the Diagnostic and Statistical Manual of Mental Disorders (DSM)-IV (and International Classification of Diseases [ICD]-10) do not provide an adequate (...)
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    Regression explanation and statistical autonomy.Joeri Witteveen - 2019 - Biology and Philosophy 34 (5):1-20.
    The phenomenon of regression toward the mean is notoriously liable to be overlooked or misunderstood; regression fallacies are easy to commit. But even when regression phenomena are duly recognized, it remains perplexing how they can feature in explanations. This article develops a philosophical account of regression explanations as “statistically autonomous” explanations that cannot be deepened by adducing details about causal histories, even if the explananda as such are embedded in the causal structure of the world. That (...)
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  26.  33
    Clinicians' “folk” taxonomies and the DSM: Pick your poison.G. Scott Waterman - 2007 - Philosophy, Psychiatry, and Psychology 14 (3):pp. 271-275.
    In lieu of an abstract, here is a brief excerpt of the content:Clinicians’ “Folk” Taxonomies and the DSM: Pick Your PoisonG. Scott Waterman (bio)Keywordsnosology, classification, diagnosis, psychopathologyWith attention turning to the process of formulating the fifth edition of the Diagnostic and Statistical Manual of Mental Disorders (DSM-V; e.g., Kendler et al. 2008), the study by Flanagan and Blashfield (2007) of the similarities and differences between clinicians’ “folk” taxonomies and psychiatry’s official one is timely, and its lessons are in need of (...)
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  27. Statistical explanation & statistical relevance.Wesley C. Salmon - 1971 - [Pittsburgh]: University of Pittsburgh Press. Edited by Richard C. Jeffrey & James G. Greeno.
    Through his S–R model of statistical relevance, Wesley Salmon offers a solution to the scientific explanation of objectively improbable events.
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  28. Really Statistical Explanations and Genetic Drift.Marc Lange - 2013 - Philosophy of Science 80 (2):169-188.
    Really statistical explanation is a hitherto neglected form of noncausal scientific explanation. Explanations in population biology that appeal to drift are RS explanations. An RS explanation supplies a kind of understanding that a causal explanation of the same result cannot supply. Roughly speaking, an RS explanation shows the result to be mere statistical fallout.
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  29.  80
    Asymmetry, Abstraction, and Autonomy: Justifying Coarse-Graining in Statistical Mechanics.Katie Robertson - 2020 - British Journal for the Philosophy of Science 71 (2):547-579.
    While the fundamental laws of physics are time-reversal invariant, most macroscopic processes are irreversible. Given that the fundamental laws are taken to underpin all other processes, how can the fundamental time-symmetry be reconciled with the asymmetry manifest elsewhere? In statistical mechanics, progress can be made with this question. What I dub the ‘Zwanzig–Zeh–Wallace framework’ can be used to construct the irreversible equations of SM from the underlying microdynamics. Yet this framework uses coarse-graining, a procedure that has faced much criticism. I (...)
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  30.  65
    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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  31.  60
    Statistical Mechanics and Scientific Explanation: Determinism, Indeterminism and Laws of Nature.Valia Allori (ed.) - 2020 - Singapore: World Scientific.
    The book explores several open questions in the philosophy of statistical mechanics. Each chapter is written by a leading expert in the field. Here is a list of some questions that are addressed in the book: 1) Boltzmann showed how the phenomenological gas laws of thermodynamics can be derived from statistical mechanics. Since classical mechanics is a deterministic theory there are no probabilities in it. Since statistical mechanics is based on classical mechanics, all the probabilities statistical mechanics talks about cannot (...)
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  32.  8
    Book review: Logics of Failed Revolt: French Theory After May '68. [REVIEW]Ronald Shusterman - 1997 - Philosophy and Literature 21 (1):191-193.
    In lieu of an abstract, here is a brief excerpt of the content:Reviewed by:Logics of Failed Revolt: French Theory After May ‘68Ronald ShustermanLogics of Failed Revolt: French Theory After May ‘68, by Peter Starr; xi & 232 pp. Stanford: Stanford University Press, 1995, $45.00 cloth, $14.95 paper.Failed revolt? For many people, current French theory is more a revolt of failed logic. Anyone yearning for a definitive refutation of these threatening foreign trends will get no satisfaction from Peter Starr’s volume. His (...)
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  33.  74
    Complexity Theory.Michael Strevens - 2014 - In Paul Humphreys (ed.), The Oxford Handbook of Philosophy of Science. New York, NY, USA: Oxford University Press.
    Complexity theory attempts to explain, at the most general possible level, the interesting behaviors of complex systems. Two such behaviors are the emergence of simple or stable high-level behavior from relatively complex low-level behavior, and the emergence of sophisticated high-level behavior from relatively simple low-level behavior; they are often found nested in the same system. Concerning the emergence of simplicity, this essay examines Herbert Simon's explanation from near-decomposability and a stochastic explanation that generalizes the approach of statistical physics. A more (...)
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  34. Abstract versus Causal Explanations?Reutlinger Alexander & Andersen Holly - 2016 - International Studies in the Philosophy of Science 30 (2):129-146.
    In the recent literature on causal and non-causal scientific explanations, there is an intuitive assumption according to which an explanation is non-causal by virtue of being abstract. In this context, to be ‘abstract’ means that the explanans in question leaves out many or almost all causal microphysical details of the target system. After motivating this assumption, we argue that the abstractness assumption, in placing the abstract and the causal character of an explanation in tension, is misguided in ways that (...)
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  35.  51
    Autonomous-Statistical Explanations and Natural Selection.André Ariew, Collin Rice & Yasha Rohwer - 2015 - British Journal for the Philosophy of Science 66 (3):635-658.
    Shapiro and Sober claim that Walsh, Ariew, Lewens, and Matthen give a mistaken, a priori defense of natural selection and drift as epiphenomenal. Contrary to Shapiro and Sober’s claims, we first argue that WALM’s explanatory doctrine does not require a defense of epiphenomenalism. We then defend WALM’s explanatory doctrine by arguing that the explanations provided by the modern genetical theory of natural selection are ‘autonomous-statistical explanations’ analogous to Galton’s explanation of reversion to mediocrity and an explanation of the (...)
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  36.  80
    Statistical explanation in physics: The copenhagen interpretation.Richard Schlegel - 1970 - Synthese 21 (1):65 - 82.
    The statistical aspects of quantum explanation are intrinsic to quantum physics; individual quantum events are created in the interactions associated with observation and are not describable by predictive theory. The superposition principle shows the essential difference between quantum and non-quantum physics, and the principle is exemplified in the classic single-photon two-slit interference experiment. Recently Mandel and Pfleegor have done an experiment somewhat similar to the optical single-photon experiment but with two independently operated lasers; interference is obtained even with beam intensity (...)
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  37.  13
    The Art of Causal Conjecture.Glenn Shafer - 1996 - MIT Press.
    THE ART OF CAUSAL CONJECTURE Glenn Shafer Table of Contents Chapter 1. Introduction........................................................................................ ...........1 1.1. Probability Trees..........................................................................................3 1.2. Many Observers, Many Stances, Many Natures..........................................8 1.3. Causal Relations as Relations in Nature’s Tree...........................................9 1.4. Evidence............................................................................................ ...........13 1.5. Measuring the Average Effect of a Cause....................................................17 1.6. Causal Diagrams..........................................................................................20 1.7. Humean Events............................................................................................23 1.8. Three Levels of Causal Language................................................................27 1.9. An Outline of the Book................................................................................27 Chapter 2. Event Trees............................................................................................... .....31 2.1. Situations and Events...................................................................................32 2.2. The Ordering of Situations and Moivrean Events.......................................35 2.3. Cuts................................................................................................ ..............39 2.4. Humean Events............................................................................................43 2.5. (...)
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  38.  88
    Abstract argumentation and explanation applied to scientific debates.Dunja Šešelja & Christian Straßer - 2013 - Synthese 190 (12):2195-2217.
    argumentation has been shown to be a powerful tool within many fields such as artificial intelligence, logic and legal reasoning. In this paper we enhance Dung’s well-known abstract argumentation framework with explanatory capabilities. We show that an explanatory argumentation framework (EAF) obtained in this way is a useful tool for the modeling of scientific debates. On the one hand, EAFs allow for the representation of explanatory and justificatory arguments constituting rivaling scientific views. On the other hand, different procedures for selecting (...)
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  39.  44
    Explanation and abstraction from a backward-error analytic perspective.Nicolas Fillion & Robert H. C. Moir - 2018 - European Journal for Philosophy of Science 8 (3):735-759.
    We argue that two powerful error-theoretic concepts provide a general framework that satisfactorily accounts for key aspects of the explanation of physical patterns. This method gives an objective criterion to determine which mathematical models in a class of neighboring models are just as good as the exact one. The method also emphasizes that abstraction is essential for explanation and provides a precise conceptual framework that determines whether a given abstraction is explanatorily relevant and justified. Hence, it increases our epistemological understanding (...)
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  40.  29
    Explanation, subjunctives and statistical theories.Del Ratzsch - 1988 - International Studies in the Philosophy of Science 3 (1):80-96.
    (1988). Explanation, subjunctives and statistical theories. International Studies in the Philosophy of Science: Vol. 3, No. 1, pp. 80-96. doi: 10.1080/02698598808573326.
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  41.  62
    Revisiting abstraction and idealization: how not to criticize mechanistic explanation in molecular biology.Martin Zach - 2022 - European Journal for Philosophy of Science 12 (1):1-20.
    Abstraction and idealization are the two notions that are most often discussed in the context of assumptions employed in the process of model building. These notions are also routinely used in philosophical debates such as that on the mechanistic account of explanation. Indeed, an objection to the mechanistic account has recently been formulated precisely on these grounds: mechanists cannot account for the common practice of idealizing difference-making factors in models in molecular biology. In this paper I revisit the debate and (...)
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  42. More than a Scaffold: Language is a Neuroenhancement.Guy Dove - 2020 - Cognitive Neuropsychology 5 (37):288-311.
    What role does language play in our thoughts? A longstanding proposal that has gained traction among supporters of embodied or grounded cognition suggests that it serves as a cognitive scaffold. This idea turns on the fact that language—with its ability to capture statistical regularities, leverage culturally acquired information, and engage grounded metaphors—is an effective and readily available support for our thinking. In this essay, I argue that language should be viewed as more than this; it should be viewed as a (...)
     
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  43. Statistical explanation and ergodic theory.Lawrence Sklar - 1973 - Philosophy of Science 40 (2):194-212.
    Some philosphers of science of an empiricist and pragmatist bent have proposed models of statistical explanation, but have then become sceptical of the adequacy of these models. It is argued that general considerations concerning the purpose of function of explanation in science which are usually appealed to by such philosophers show that their scepticism is not well taken; for such considerations provide much the same rationale for the search for statistical explanations, as these philosophers have characterized them, as they (...)
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  44.  25
    Unifying statistically autonomous and mathematical explanations.Travis L. Holmes - 2021 - Biology and Philosophy 36 (3):1-22.
    A subarea of the debate over the nature of evolutionary theory addresses what the nature of the explanations yielded by evolutionary theory are. The statisticalist line is that the general principles of evolutionary theory are not only amenable to a mathematical interpretation but that they need not invoke causes to furnish explanations. Causalists object that construction of these general principles involves crucial causal assumptions. A recent view claims that some biological explanations are statistically autonomous explanations (...)
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  45.  57
    Prediction, explanation, and testability as criteria for judging statistical theories.Brown Grier - 1975 - Philosophy of Science 42 (4):373-383.
    For the case of statistical theories, the criteria of explanation, prediction, and testability can all be viewed as particular instances of a more general evaluation scheme. Using the ideas of a gain matrix and expected gain from statistical decision theory, these three criteria can be compared in terms of the elements in their associated gain matrices. This analysis leads to (1) further understanding of the interrelationship between the current criteria, (2) the proposal of an ordering for the criteria, and (3) (...)
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  46.  93
    Fundamental Physics, Partial Models and Time’s Arrow.Howard Callaway - 2016 - In L. Magnani (ed.), Proceedings of MBR2015. Springer. pp. 601-618.
    This paper explores the scientific viability of the concept of causality—by questioning a central element of the distinction between “fundamental” and non-fundamental physics. It will be argued that the prevalent emphasis on fundamental physics involves formalistic and idealized partial models of physical regularities abstracting from and idealizing the causal evolution of physical systems. The accepted roles of partial models and of the special sciences in the growth of knowledge help demonstrate proper limitations of the concept of fundamental physics. We expect (...)
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  47.  97
    Statistical explanation vs. statistical inference.Richard Jeffrey - 1970 - In Carl G. Hempel, Donald Davidson & Nicholas Rescher (eds.), Essays in honor of Carl G. Hempel. Dordrecht,: D. Reidel. pp. 104--113.
  48.  18
    A kinematical model for quarks and hadrons.L. C. Biedenharn, R. Y. Cusson, M. Y. Han & J. D. Louck - 1972 - Foundations of Physics 2 (2-3):149-159.
    Starting from simple topological arguments due to Dirac on the classical rotational properties of extended rigid bodies, we abstract the concept of a finite-size spinor (FSS). The FSS is a concept distinct from both point spinors (e.g., electrons) and composite spinors (e.g., nuclei), and suggests a new model for baryons. The FSS offers a natural explanation of “threeness” for the quarks, excludes the existence of free quarks, denies the operational definition of quark spin statistics, and, moreover, leads to the dual (...)
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    Meaning and Purpose: Using Phylogenies to Investigate Human History and Cultural Evolution.Lindell Bromham - 2023 - Biological Theory 18 (4):284-302.
    Phylogenies are increasingly being used to investigate human history, diversification and cultural evolution. While using phylogenies in this way is not new, new modes of analysis are being applied to inferring history, reconstructing past states, and examining processes of change. Phylogenies have the advantage of providing a way of creating a continuous history of all current populations, and they make a large number of analyses and hypothesis tests possible even when other forms of historical information are patchy or nonexistent. In (...)
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    Fundamental Physics, Partial Models and Time’s Arrow.Howard Callaway - 2006 - In Lorenzo Magnani & Claudia Casadio (eds.), Model Based Reasoning in Science and Technology. Logical, Epistemological, and Cognitive Issues. Cham, Switzerland: Springer International Publishing.
    This paper explores the scientific viability of the concept of causality—by questioning a central element of the distinction between “fundamental” and non-fundamental physics. It will be argued that the prevalent emphasis on fundamental physics involves formalistic and idealized partial models of physical regularities abstracting from and idealizing the causal evolution of physical systems. The accepted roles of partial models and of the special sciences in the growth of knowledge help demonstrate proper limitations of the concept of fundamental physics. We expect (...)
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