Results for 'philosophy of statistics'

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  1. Philosophy of statistical mechanics.Lawrence Sklar - 2008 - Stanford Encyclopedia of Philosophy.
  2. Introduction to the Philosophy of Statistical Mechanics: Can Probability Explain the Arrow of Time in the Second Law of Thermodynamics?Orly Shenker & Meir Hemmo - 2011 - Philosophy Compass 6 (9):640-651.
    The arrow of time is a familiar phenomenon we all know from our experience: we remember the past but not the future and control the future but not the past. However, it takes an effort to keep records of the past, and to affect the future. For example, it would take an immense effort to unmix coffee and milk, although we easily mix them. Such time directed phenomena are sub- sumed under the Second Law of Thermodynamics. This law characterizes our (...)
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    Introduction to the Philosophy of Statistical Mechanics: Can Probability Explain the Arrow of Time in the Second Law of Thermodynamics? [REVIEW]Meir Hemmo Orly Shenker - 2011 - Philosophy Compass 6 (9):640-651.
    The arrow of time is a familiar phenomenon we all know from our experience: we remember the past but not the future and control the future but not the past. However, it takes an effort to keep records of the past, and to affect the future. For example, it would take an immense effort to unmix coffee and milk, although we easily mix them. Such time directed phenomena are subsumed under the Second Law of Thermodynamics. This law characterizes our experience (...)
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    The Philosophy of Quantitative Methods: Understanding Statistics.Brian D. Haig - 2018 - Oup Usa.
    The Philosophy of Quantitative Methods undertakes a philosophical examination of a number of important quantitative research methods within the behavioral sciences in order to overcome the non-critical approaches typically provided by textbooks. These research methods are exploratory data analysis, statistical significance testing, Bayesian confirmation theory and statistics, meta-analysis, and exploratory factor analysis. Further readings are provided to extend the reader's overall understanding of these methods.
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  5.  29
    Philosophy of Probability and Statistical Modelling.Mauricio Suárez - 2020 - Cambridge University Press.
    This Element has two main aims. The first one is an historically informed review of the philosophy of probability. It describes recent historiography, lays out the distinction between subjective and objective notions, and concludes by applying the historical lessons to the main interpretations of probability. The second aim focuses entirely on objective probability, and advances a number of novel theses regarding its role in scientific practice. A distinction is drawn between traditional attempts to interpret chance, and a novel methodological (...)
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  6. Did Pearson reject the Neyman-Pearson philosophy of statistics?Deborah G. Mayo - 1992 - Synthese 90 (2):233 - 262.
    I document some of the main evidence showing that E. S. Pearson rejected the key features of the behavioral-decision philosophy that became associated with the Neyman-Pearson Theory of statistics (NPT). I argue that NPT principles arose not out of behavioral aims, where the concern is solely with behaving correctly sufficiently often in some long run, but out of the epistemological aim of learning about causes of experimental results (e.g., distinguishing genuine from spurious effects). The view Pearson did hold (...)
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  7.  19
    An application of Carnapian inductive logic to an argument in the philosophy of statistics.Teddy Groves - 2014 - Journal of Applied Logic 12 (3):302-318.
  8. Statistical concepts in philosophy of science.Patrick Suppes - 2007 - Synthese 154 (3):485--496.
    This article focuses on the role of statistical concepts in both experiment and theory in various scientific disciplines, especially physics, including astronomy, and psychology. In Sect. 1 the concept of uncertainty in astronomy is analyzed from Ptolemy to Laplace and Gauss. In Sect. 2 theoretical uses of probability and statistics in science are surveyed. Attention is focused on the historically important example of radioactive decay. In Sect. 3 the use of statistics in biology and the social sciences is (...)
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  9.  30
    Introduction to recent issues in philosophy of statistics: evidence, testing, and applications.Molly Kao, Deborah G. Mayo & Elay Shech - 2023 - Synthese 201 (4):1-5.
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  10. Statistics, philosophy of.D. Mayo - 2005 - In Sahotra Sarkar & Jessica Pfeifer (eds.), The Philosophy of Science: An Encyclopedia. New York: Routledge. pp. 802--815.
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  11. Tests of Statistical Significance Made Sound.Brian Haig & Brian D. Haig - 2018 - In Brian D. Haig (ed.), Method Matters in Psychology: Essays in Applied Philosophy of Science. Cham: Springer Verlag.
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  12. Discovering Causal Structure: Artificial Intelligence, Philosophy of Science, and Statistical Modeling.Clark Glymour, Richard Scheines, Peter Spirtes & Kevin Kelly - 1987 - Academic Press.
    Clark Glymour, Richard Scheines, Peter Spirtes and Kevin Kelly. Discovering Causal Structure: Artifical Intelligence, Philosophy of Science and Statistical Modeling.
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  13. Handbook of the Philosophy of Science, Vol. 7: Philosophy of Statistics.Prasanta S. Bandyopadhyay & Malcolm Forster (eds.) - 2011 - Elsevier B.V..
  14. Foundation of statistical mechanics: Mechanics by itself.Orly Shenker - 2017 - Philosophy Compass 12 (12):e12465.
    Statistical mechanics is a strange theory. Its aims are debated, its methods are contested, its main claims have never been fully proven, and their very truth is challenged, yet at the same time, it enjoys huge empirical success and gives us the feeling that we understand important phenomena. What is this weird theory, exactly? Statistical mechanics is the name of the ongoing attempt to apply mechanics, together with some auxiliary hypotheses, to explain and predict certain phenomena, above all those described (...)
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  15.  58
    Foundation of statistical mechanics: The auxiliary hypotheses.Orly Shenker - 2017 - Philosophy Compass 12 (12):e12464.
    Statistical mechanics is the name of the ongoing attempt to explain and predict certain phenomena, above all those described by thermodynamics on the basis of the fundamental theories of physics, in particular mechanics, together with certain auxiliary assumptions. In another paper in this journal, Foundations of statistical mechanics: Mechanics by itself, I have shown that some of the thermodynamic regularities, including the probabilistic ones, can be described in terms of mechanics by itself. But in order to prove those regularities, in (...)
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  16.  19
    The Statistical Philosophy of High Energy Physics: Pragmatism.Kent Staley - unknown
    The recent discovery of a Higgs boson prompted increased attention of statisticians and philosophers of science to the statistical methodology of High Energy Physics. Amidst long-standing debates within the field, HEP has adopted a mixed statistical methodology drawing upon both frequentist and Bayesian methods, but with standard frequentist techniques such as significance testing and confidence interval estimation playing a primary role. Physicists within HEP typically deny that their methodological decisions are guided by philosophical convictions, but are instead based on “pragmatic” (...)
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  17.  89
    Bayesian Philosophy of Science.Jan Sprenger & Stephan Hartmann - 2019 - Oxford and New York: Oxford University Press.
    How should we reason in science? Jan Sprenger and Stephan Hartmann offer a refreshing take on classical topics in philosophy of science, using a single key concept to explain and to elucidate manifold aspects of scientific reasoning. They present good arguments and good inferences as being characterized by their effect on our rational degrees of belief. Refuting the view that there is no place for subjective attitudes in 'objective science', Sprenger and Hartmann explain the value of convincing evidence in (...)
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  18. ‘‘Describing our whole experience’’: The statistical philosophies of W. F. R. Weldon and Karl Pearson.Charles H. Pence - 2011 - Studies in History and Philosophy of Science Part C: Studies in History and Philosophy of Biological and Biomedical Sciences 42 (4):475-485.
    There are two motivations commonly ascribed to historical actors for taking up statistics: to reduce complicated data to a mean value (e.g., Quetelet), and to take account of diversity (e.g., Galton). Different motivations will, it is assumed, lead to different methodological decisions in the practice of the statistical sciences. Karl Pearson and W. F. R. Weldon are generally seen as following directly in Galton’s footsteps. I argue for two related theses in light of this standard interpretation, based on a (...)
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  19.  80
    Quantitative realizations of philosophy of science: William Whewell and statistical methods.Kent Johnson - 2011 - Studies in History and Philosophy of Science Part A 42 (3):399-409.
    In this paper, I examine William Whewell’s (1794–1866) ‘Discoverer’s Induction’, and argue that it 21 supplies a strikingly accurate characterization of the logic behind many statistical methods, exploratory 22 data analysis (EDA) in particular. Such methods are additionally well-suited as a point of evaluation of 23 Whewell’s philosophy since the central techniques of EDA were not invented until after Whewell’s death, 24 and so couldn’t have influenced his views. The fact that the quantitative details of some very general 25 (...)
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  20.  54
    Evaluation of statistical hypotheses using information transmitted.James G. Greeno - 1970 - Philosophy of Science 37 (2):279-294.
    The main argument of this paper is that an evaluation of the overall explanatory power of a theory is less problematic and more relevant as an assessment of the state of knowledge than evaluation of statistical explanations of single occurrences in terms of likelihoods that are assigned to explananda.
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  21.  29
    The Statist Approach to the Philosophy of Immigration and the Problem of Statelessness.Stephen E. Mathis - 2018 - Global Justice : Theory Practice Rhetoric 11 (1).
    The issue of statelessness poses problems for the statist approach to the philosophy of immigration. Despite the fact that the statist approach claims to constrain the state’s right to exclude with human rights considerations, the arguments statists offer for the right of states to determine their own immigration policies would also justify citizenship rules that would render some children stateless. Insofar as rendering a child stateless is best characterized as a violation of human rights and insofar as some states (...)
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    Citation Metrics: A Philosophy of Science Perspective.Chiara Lisciandra - unknown
    Citation metrics are statistical measures of scientific output that draw on citation indexes. They purport to capture the impact of scientific articles and the journals in which they appear. As evaluative tools they are mostly used in the natural sciences, but they are also acquiring an important role in the humanities. While the strengths and weaknesses of citation metrics are extensively debated in a variety of fields, they have only recently started attracting attention in the philosophy of science. This (...)
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  23.  45
    Statistical Mechanics and the Philosophy of Science: Some Historical Notes.Stephen G. Brush - 1976 - PSA: Proceedings of the Biennial Meeting of the Philosophy of Science Association 1976:551 - 584.
  24. The Gap between Philosophy and the Philosophy of Education in Japanese Academia: A Statistical Survey of the Largest Competitive Research Funding Database in Japan.Koji Tachibana - 2017 - Sentanrinri Kenkyu (Studies on Advanced Ethics) (11):17-32.
    This short article is based on my special lecture entitled "Aristotle and the Philosophy of Education" at Tamagawa University Research Institute in Tokyo on September 19, 2015, through a recording of the spoken language transcribed in written form with some corrections. The lecture delivered on that day consists of two parts: referring to historical research and a statistical survey, the first half focuses on uncovering the fact that the philosophy of education has been slighted both in Japanese and (...)
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  25.  12
    Boston Studies in the Philosophy of Science vol. 122: Statistics in Science.Roger Cooke & Domenico Costantini (eds.) - 1990 - Springer Verlag.
  26. Foundations of statistical mechanics—two approaches.Stephen Leeds - 2003 - Philosophy of Science 70 (1):126-144.
    This paper is a discussion of David Albert's approach to the foundations of classical statistical menchanics. I point out a respect in which his account makes a stronger claim about the statistical mechanical probabilities than is usually made, and I suggest what might be motivation for this. I outline a less radical approach, which I attribute to Boltzmann, and I give some reasons for thinking that this approach is all we need, and also the most we are likely to get. (...)
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  27.  39
    On the relevance of statistical relevance theory.Stephen Turner - 1982 - Theory and Decision 14 (2):195-205.
    In Salmon's discussion of his account of statistical relevance and statistical explanation there is a peculiarity in the selection of examples. Where he wishes to show that statistical accounts are reasonably treated as explanatory, he draws examples from the social sciences, such as juvenile delinquency. But when he explains the concept of 'causal' relevance, the examples are selected from the natural sciences. This conceals difficulties with salmon's account of causality in the face of multiple causes such as are characteristic of (...)
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    Measurement of Statistical Evidence: Picking Up Where Hacking and Others Left Off.Veronica J. Vieland - 2017 - Philosophy of Science 84 (5):853-865.
    Hacking’s Law of Likelihood says—paraphrasing—that data support hypothesis H1 over hypothesis H2 whenever the likelihood ratio for H1 over H2 exceeds 1. But Hacking later noted a seemingly fatal flaw in the LR itself: it cannot be interpreted as the degree of “evidential significance” across applications. I agree with Hacking about the problem, but I do not believe the condition is incurable. I argue here that the LR can be properly calibrated with respect to the underlying evidence, and I sketch (...)
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  29. Quantum Foundations of Statistical Mechanics and Thermodynamics.Orly Shenker - 2022 - In Eleanor Knox & Alastair Wilson (eds.), The Routledge Companion to Philosophy of Physics. London, UK: Routledge. pp. Ch. 29.
    Statistical mechanics is often taken to be the paradigm of a successful inter-theoretic reduction, which explains the high-level phenomena (primarily those described by thermodynamics) by using the fundamental theories of physics together with some auxiliary hypotheses. In my view, the scope of statistical mechanics is wider since it is the type-identity physicalist account of all the special sciences. But in this chapter, I focus on the more traditional and less controversial domain of this theory, namely, that of explaining the thermodynamic (...)
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  30.  10
    Foundations of Statistical Physics, Spacetime Theories, and Quantum Field Theory-Changing the Subject: Redei on Causal Dependence and Screening Off in Relativistic Quantum Field Theory.Rob Clifton & Laura Ruetsche - 1999 - Philosophy of Science 66 (3):S156-S169.
    In a pair of articles and in his recent book, Miklos Redei has taken enormous strides toward characterizing the conditions under which relativistic quantum field theory is a safe setting for the deployment of causal talk. Here, we challenge the adequacy of the accounts of causal dependence and screening off on which rests the relevance of Redei's theorems to the question of causal good behavior in the theory.
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  31. Foundations of Statistical Learning Theory, 1. The Linear Model for Simple Learning.W. K. Estes & Patrick Suppes - 1959 - British Journal for the Philosophy of Science 10 (39):251-252.
     
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  32. Philosophy of science and the replicability crisis.Felipe Romero - 2019 - Philosophy Compass 14 (11):e12633.
    Replicability is widely taken to ground the epistemic authority of science. However, in recent years, important published findings in the social, behavioral, and biomedical sciences have failed to replicate, suggesting that these fields are facing a “replicability crisis.” For philosophers, the crisis should not be taken as bad news but as an opportunity to do work on several fronts, including conceptual analysis, history and philosophy of science, research ethics, and social epistemology. This article introduces philosophers to these discussions. First, (...)
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  33. Time, chance and reduction: philosophical aspects of statistical mechanics.Gerhard Ernst & Andreas Hüttemann (eds.) - 2010 - New York: Cambridge University Press.
    Statistical mechanics attempts to explain the behaviour of macroscopic physical systems in terms of the mechanical properties of their constituents. Although it is one of the fundamental theories of physics, it has received little attention from philosophers of science. Nevertheless, it raises philosophical questions of fundamental importance on the nature of time, chance and reduction. Most philosophical issues in this domain relate to the question of the reduction of thermodynamics to statistical mechanics. This book addresses issues inherent in this reduction: (...)
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  34. Philosophy of Science, Psychiatric Classification, and the DSM.Jonathan Y. Tsou - 2019 - In Şerife Tekin & Robyn Bluhm (eds.), The Bloomsbury Companion to Philosophy of Psychiatry. London: Bloomsbury. pp. 177-196.
    This chapter examines philosophical issues surrounding the classification of mental disorders by the Diagnostic and Statistical Manual of Mental Disorders (DSM). In particular, the chapter focuses on issues concerning the relative merits of descriptive versus theoretical approaches to psychiatric classification and whether the DSM should classify natural kinds. These issues are presented with reference to the history of the DSM, which has been published regularly by the American Psychiatric Association since 1952 and is currently in its fifth edition. While the (...)
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  35. Philosophy of physics.Lawrence Sklar - 1992 - Boulder: Westview Press.
    The study of the physical world had its origins in philosophy, and, two-and-one-half millennia later, the scientific advances of the twentieth century are bringing the two fields closer together again. So argues Lawrence Sklar in this brilliant new text on the philosophy of physics.Aimed at students of both disciplines, Philosophy of Physics is a broad overview of the problems of contemporary philosophy of physics that readers of all levels of sophistication should find accessible and engaging. Professor (...)
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  36. Concepts of statistical evidence.Allan Birnbaum - 1969 - In Ernest Nagel, Sidney Morgenbesser, Patrick Suppes & Morton White (eds.), Philosophy, science, and method. New York,: St. Martin's Press. pp. 112--143.
     
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  37. Philosophy of social science.Alexander Rosenberg - 1988 - Boulder, Colo.: Westview Press.
    This is an expanded and thoroughly revised edition of the widely adopted introduction to the philosophical foundations of the human sciences. Ranging from cultural anthropology to mathematical economics, Alexander Rosenberg leads the reader through behaviorism, naturalism, interpretativism about human action, and macrosocial scientific perspectives, illuminating the motivation and strategy of each.Rewritten throughout to increase accessibility, this new edition retains the remarkable achievement of revealing the social sciences’ enduring relation to the fundamental problems of philosophy. It includes new discussions of (...)
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  38.  36
    Underdetermination and the promise of statistical sociology.Stephen P. Turner - 1987 - Sociological Theory 5 (2):172-184.
    The lack of "progress" in theory is often contrasted to progress in statistical methodology. The relation between the two bodies of thinking is itself problematic, however, for the particular advances in method that have occurred in quantitative sociology reflect a trade-off in which the results are characterized by the radical underdetermination of models by data and a high level of slack between measures and theoretical concepts. Both of these problems are usually understood as matters of "error," and thus as potentially (...)
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  39. Four Pillars of Statisticalism.Denis M. Walsh, André Ariew & Mohan Matthen - 2017 - Philosophy, Theory, and Practice in Biology 9 (1):1-18.
    Over the past fifteen years there has been a considerable amount of debate concerning what theoretical population dynamic models tell us about the nature of natural selection and drift. On the causal interpretation, these models describe the causes of population change. On the statistical interpretation, the models of population dynamics models specify statistical parameters that explain, predict, and quantify changes in population structure, without identifying the causes of those changes. Selection and drift are part of a statistical description of population (...)
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  40. The Foundations of Statistics.Leonard J. Savage - 1956 - Philosophy of Science 23 (2):166-166.
     
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  41.  83
    The quantitative content of statistical mechanics.David Wallace - 2015 - Studies in History and Philosophy of Science Part B: Studies in History and Philosophy of Modern Physics 52 (Part B):285-293.
  42.  8
    The Conflicting Loyalties of Statism and Globalism: Can Global Democracy Resolve the Liberal Conundrum?Deen Chatterjee - 2010 - In Ronald Tinnevelt & Helder De Schutter (eds.), Global Democracy and Exclusion. Wiley-Blackwell. pp. 149–160.
    This chapter contains sections titled: Introduction Claims of Culture: Three Views Coercion Reciprocity Conclusion Acknowledgments References.
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  43.  2
    Logic of Statistical Inference.J. J. McMahon - 1967 - Philosophical Studies (Dublin) 16:338-339.
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    Method, Philosophy of Education and the Sphere of the Practico-Inert.Marianna Papastephanou - 2009 - Journal of Philosophy of Education 43 (3):451-469.
    This essay discusses a conception of the relation of philosophy to education that has come to be widely held in both general philosophy and philosophy of education. This view is approached here through the employment of Jean-Paul Sartre’s notion of the ‘practico-inert’ as the realm of consolidated social objects, part of which is the institution of education. It is shown that a rigid demarcation of the practico-inert, on the one hand, and praxis, on the other, lies at (...)
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  45.  62
    The Philosophical Relevance of Statistics.Deborah G. Mayo - 1980 - PSA: Proceedings of the Biennial Meeting of the Philosophy of Science Association 1980:97 - 109.
    While philosophers have studied probability and induction, statistics has not received the kind of philosophical attention mathematics and physics have. Despite increasing use of statistics in science, statistical advances have been little noted in the philosophy of science literature. This paper shows the relevance of statistics to both theoretical and applied problems of philosophy. It begins by discussing the relevance of statistics to the problem of induction and then discusses the reasoning that leads to (...)
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  46.  56
    Physics and Chance: Philosophical Issues in the Foundations of Statistical Mechanics.Lawrence Sklar - 1993 - New York: Cambridge University Press.
    Statistical mechanics is one of the crucial fundamental theories of physics, and in his new book Lawrence Sklar, one of the pre-eminent philosophers of physics, offers a comprehensive, non-technical introduction to that theory and to attempts to understand its foundational elements. Among the topics treated in detail are: probability and statistical explanation, the basic issues in both equilibrium and non-equilibrium statistical mechanics, the role of cosmology, the reduction of thermodynamics to statistical mechanics, and the alleged foundation of the very notion (...)
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  47.  27
    Malfunctions and teleology: On the chances of statistical accounts of functions.Lorenzo Casini - 2017 - European Journal for Philosophy of Science 7 (2):319-335.
    The core idea of statistical accounts of biological functions is that to function normally is to provide a statistically typical contribution to some goal state of the organism. In this way, statistical accounts purport to naturalize the teleological notion of function in terms of statistical facts. Boorse’s, 542–573, 1977) original biostatistical account was criticized for failing to distinguish functions from malfunctions. Recently, many have attempted to circumvent the criticism, 519–541, 2012, Journal of Medicine and Philosophy, 39, 634–647, 2014). Here, (...)
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  48.  19
    Method, Philosophy of Education and the Sphere of the Practico-Inert.Marianna Papastephanou - 2009 - Journal of Philosophy of Education 43 (3):451-469.
    This essay discusses a conception of the relation of philosophy to education that has come to be widely held in both general philosophy and philosophy of education. This view is approached here through the employment of Jean-Paul Sartre’s notion of the ‘practico-inert’ as the realm of consolidated social objects, part of which is the institution of education. It is shown that a rigid demarcation of the practico-inert, on the one hand, and praxis, on the other, lies at (...)
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    Rethinking the Use of Statistical Evidence to Prove Causation in Criminal Cases: A Tale of (Im)Probability and Free Will.Amit Pundik - 2020 - Law and Philosophy 40 (2):97-128.
    Whenever a litigant needs to prove that a certain result was caused in a specific way, what could be more compelling than citing the infinitesimal probability of that result emanating from an alternative natural cause? Contrary to this intuitive position, in the present article, I argue that the contention that a result was due to a certain cause should remain unaffected by statistical evidence of the extremely low probability of an alternative cause. The only scenario in which the low probability (...)
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  50. Discussion: The Foundations of Statistical Mechanics—Questions and Answers.Amit Hagar - 2005 - Philosophy of Science 72 (3):468-478.
    Huw Price (1996, 2002, 2003) argues that causal-dynamical theories that aim to explain thermodynamic asymmetry in time are misguided. He points out that in seeking a dynamical factor responsible for the general tendency of entropy to increase, these approaches fail to appreciate the true nature of the problem in the foundations of statistical mechanics (SM). I argue that it is Price who is guilty of misapprehension of the issue at stake. When properly understood, causal-dynamical approaches in the foundations of SM (...)
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