Results for 'Meta-Induction'

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  1. Meta-Induction and the Wisdom of Crowds.Paul D. Thorn & Gerhard Schurz - 2012 - Analyse & Kritik 34 (2):339-366.
    Meta-induction, in its various forms, is an imitative prediction method, where the prediction methods and the predictions of other agents are imitated to the extent that those methods or agents have proven successful in the past. In past work, Schurz demonstrated the optimality of meta-induction as a method for predicting unknown events and quantities. However, much recent discussion, along with formal and empirical work, on the Wisdom of Crowds has extolled the virtue of diverse and independent (...)
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  2.  16
    Meta-inductive Justification of Inductive Generalizations.Gerhard Schurz - forthcoming - Erkenntnis:1-24.
    The account of meta-induction (G. Schurz, Hume’s problem solved: the optimality of meta-induction, MIT Press, Cambridge, 2019) proposes a two-step solution to the problem of induction. Step 1 consists in a mathematical a priori justification of the predictive optimality of meta-induction, upon which step 2 builds a meta-inductive a posteriori justification of object-induction based on its superior track record (Sect. 1). Sterkenburg (Br J Philos Sci, forthcoming. 10.1086/717068/) challenged this account by (...)
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    Meta-Induction and the Wisdom of Crowds.Christian J. Feldbacher - 2012 - Analyse & Kritik 34 (2):367-382.
    In their paper on the influence of meta-induction to the wisdom of the crowd, Paul Thorn and Gerhard Schurz argue that adding meta-inductive methods to a group influences the group positively, whereas replacing independent methods of a group with meta-inductive ones may have a negative impact. The first fact is due to an improvement of average ability of a group, the second fact is due to an impairment of average diversity within a group by meta- (...). In this paper some critical remarks to meta-inductive group expansion and replacement are made. In particular it is stressed that both ability and diversity are of equal importance to a group's performance. (shrink)
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    Meta-Induction and the Wisdom of Crowds. Comment on Paul D. Thorn and Gerhard Schurz.Christian J. Feldbacher - 2012 - Analyse & Kritik 34 (2):367--382.
    In their paper on the influence of meta-induction to the wisdom of the crowd, Paul Thorn and Gerhard Schurz argue that adding meta-inductive methods to a group influences the group positively, whereas replacing independend methods of a group with meta-inductive ones may have a negative impact. The first fact is due to an improvement of average ability of a group, the second fact is due to an impairment of average diversity within a group by meta- (...). In this paper some critical remarks to meta-inductive group expansion and replacement are made. In particular it is stressed that both ability and diversity are of equal importance to a group’s performance. (shrink)
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  5. The meta-inductive justification of induction.Tom F. Sterkenburg - 2020 - Episteme 17 (4):519-541.
    I evaluate Schurz's proposed meta-inductive justification of induction, a refinement of Reichenbach's pragmatic justification that rests on results from the machine learning branch of prediction with expert advice. My conclusion is that the argument, suitably explicated, comes remarkably close to its grand aim: an actual justification of induction. This finding, however, is subject to two main qualifications, and still disregards one important challenge. The first qualification concerns the empirical success of induction. Even though, I argue, Schurz's (...)
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  6. The Optimistic Meta-Induction and Ontological Continuity: The Case of the Electron.Robert Nola - 2008 - In Lena Soler, Howard Sankey & Paul Hoyningen-Huene (eds.), Rethinking Scientific Change and Theory Comparison: Stabilities, Ruptures, Incommensurabilities? Springer.
  7. Meta-Induction and Social Epistemology: Computer Simulations of Prediction Games.Gerhard Schurz - 2009 - Episteme 6 (2):200-220.
    The justification of induction is of central significance for cross-cultural social epistemology. Different ‘epistemological cultures’ do not only differ in their beliefs, but also in their belief-forming methods and evaluation standards. For an objective comparison of different methods and standards, one needs (meta-)induction over past successes. A notorious obstacle to the problem of justifying induction lies in the fact that the success of object-inductive prediction methods (i.e., methods applied at the level of events) can neither be (...)
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  8.  33
    Does Meta-induction Justify Induction: Or Maybe Something Else?J. Brian Pitts - 2023 - Journal for General Philosophy of Science / Zeitschrift für Allgemeine Wissenschaftstheorie 54 (3):393-419.
    According to the Feigl–Reichenbach–Salmon–Schurz pragmatic justification of induction, no predictive method is guaranteed or even likely to work for predicting the future; but if anything will work, induction will work—at least when induction is employed at the meta-level of predictive methods in light of their track records. One entertains a priori all manner of esoteric prediction methods, and is said to arrive a posteriori at the conclusion, based on the actual past, that object-level induction is (...)
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  9.  52
    Meta-induction in epistemic networks and the social spread of knowledge.Gerhard Schurz - 2012 - Episteme 9 (2):151-170.
    Indicators of the reliability of informants are essential for social learning in a society that is initially dominated by ignorance or superstition. Such reliability indicators should be based on meta-induction over records of truth-success. This is the major claim of this paper, and it is supported in two steps. One needs a non-circular justification of the method of meta-induction, as compared to other learning methods. An approach to this problem has been developed in earlier papers and (...)
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  10.  20
    Meta-induction and religious world-views: reply to Pitts.Gerhard Schurz - forthcoming - Journal for General Philosophy of Science / Zeitschrift für Allgemeine Wissenschaftstheorie.
  11.  12
    The meta-inductive justification of object-induction: reply to Shogenji.Gerhard Schurz - forthcoming - Journal for General Philosophy of Science / Zeitschrift für Allgemeine Wissenschaftstheorie.
  12. Global and Local Pessimistic Meta-inductions.Samuel Ruhmkorff - 2013 - International Studies in the Philosophy of Science 27 (4):409-428.
    The global pessimistic meta-induction argues from the falsity of scientific theories accepted in the past to the likely falsity of currently accepted scientific theories. I contend that this argument commits a statistical error previously unmentioned in the literature and is self-undermining. I then compare the global pessimistic meta-induction to a local pessimistic meta-induction based on recent negative assessments of the reliability of medical research. If there is any future in drawing pessimistic conclusions from the (...)
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  13.  15
    Meta-Inductive Probability Aggregation.Christian J. Feldbacher-Escamilla & Gerhard Schurz - 2023 - Theory and Decision 95 (4):663-689.
    There is a plurality of formal constraints for aggregating probabilities of a group of individuals. Different constraints characterise different families of aggregation rules. In this paper, we focus on the families of linear and geometric opinion pooling rules which consist in linear, respectively, geometric weighted averaging of the individuals’ probabilities. For these families, it is debated which weights exactly are to be chosen. By applying the results of the theory of meta-induction, we want to provide a general rationale, (...)
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  14.  27
    Hume's problem solved: the optimality of meta-induction.Gerhard Schurz - 2019 - Cambridge, Massachusetts: The MIT Press.
    A new approach to Hume's problem of induction that justifies the optimality of induction at the level of meta-induction. Hume's problem of justifying induction has been among epistemology's greatest challenges for centuries. In this book, Gerhard Schurz proposes a new approach to Hume's problem. Acknowledging the force of Hume's arguments against the possibility of a noncircular justification of the reliability of induction, Schurz demonstrates instead the possibility of a noncircular justification of the optimality of (...)
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  15.  99
    Pessimistic meta-induction and the exponential growth of science1.Ludwig Fahrbach - 2009 - In Hieke Alexander & Leitgeb Hannes (eds.), Reduction, Abstraction, Analysis. Ontos Verlag. pp. 11--95.
  16. The Pessimistic Meta-induction: Obsolete Through Scientific Progress?Florian Müller - 2015 - International Studies in the Philosophy of Science 29 (4):393-412.
    Recently, Fahrbach and Park have argued that the pessimistic meta-induction about scientific theories is unsound. They claim that this very argument does not properly take into account scientific progress, particularly during the twentieth century. They also propose amended arguments in favour of scientific realism, which are supposed to properly reflect the history of science. I try to show that what I call the argument from scientific progress cannot explain satisfactorily why the current theories should have reached a degree (...)
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  17.  11
    Pessimistic Meta-Induction and the Exponential Growth of Science.Ludwig Fahrbach - 2009 - In Alexander Hieke & Hannes Leitgeb (eds.), Reduction, abstraction, analysis: proceedings of the 31th International Ludwig Wittgenstein-Symposium in Kirchberg, 2008. Frankfurt: de Gruyter. pp. 95-112.
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  18. Meta-induction as a solution to the no free lunch theorem: reply to Wolpert.Gerhard Schurz - forthcoming - Journal for General Philosophy of Science / Zeitschrift für Allgemeine Wissenschaftstheorie.
     
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  19.  1
    Meta-Induction and the Problem of Fundamental Disagreement.Gerhard Schurz - 2007 - In Christoph Jäger & Winfried Löffler (eds.), Epistemology: Contexts, Values, Disagreement. Papers of the 34th International Ludwig Wittgenstein-Symposium in Kirchberg, 2011. The Austrian Ludwig Wittgenstein Society. pp. 343-354.
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  20. Meta-induction and the prediction game: A new view on Hume's problem.Gerhard Schurz - 2004 - In W. Loffler * P. Weingartner (ed.), Knowledge and Belief. Wissen Und Glauben. Wein.
  21.  31
    The Impact of Meta-Induction: From Skepticism to Optimality.Gerhard Schurz - 2021 - Philosophies 6 (4):95.
    In the first section, five major attempts to solve the problem of induction and their failures are discussed. In the second section, an account of meta-induction is introduced. It offers a novel solution to the problem of induction, based on mathematical theorems about the predictive optimality of attractivity-weighted meta-induction. In the third section, how the a priori justification of meta-induction provides a non-circular a posteriori justification of object-induction, based on its superior (...)
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  22.  26
    Crossing Levels: Meta-induction and the Problem of Induction.Leah Henderson - forthcoming - Philosophy of Science:1-13.
    Gerhard Schurz claims to have a solution to Hume’s problem of induction based on results from machine-learning concerning meta-induction. His argument has two steps. The first is to establish a justification for following a certain meta-inductive strategy based on its predictive optimality. The second step is to show how this justification can be transferred to object-induction. I unpack the second step and fail to find a convincing argument supporting the transfer of justification from meta- (...) to object-induction. My conclusion is that the problem of induction has not yet been solved by appeal to meta-induction. (shrink)
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  23.  6
    Adaptive Algorithms for Meta-Induction.Ronald Ortner - 2023 - Journal for General Philosophy of Science / Zeitschrift für Allgemeine Wissenschaftstheorie 54 (3):433-450.
    Work in online learning traditionally considered induction-friendly (e.g. stochastic with a fixed distribution) and induction-hostile (adversarial) settings separately. While algorithms like Exp3 that have been developed for the adversarial setting are applicable to the stochastic setting as well, the guarantees that can be obtained are usually worse than those that are available for algorithms that are specifically designed for stochastic settings. Only recently, there is an increasing interest in algorithms that give (near-)optimal guarantees with respect to the underlying (...)
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  24.  66
    The Revenge of Ecological Rationality: Strategy-Selection by Meta-Induction Within Changing Environments.Gerhard Schurz & Paul D. Thorn - 2016 - Minds and Machines 26 (1-2):31-59.
    According to the paradigm of adaptive rationality, successful inference and prediction methods tend to be local and frugal. As a complement to work within this paradigm, we investigate the problem of selecting an optimal combination of prediction methods from a given toolbox of such local methods, in the context of changing environments. These selection methods are called meta-inductive strategies, if they are based on the success-records of the toolbox-methods. No absolutely optimal MI strategy exists—a fact that we call the (...)
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  25. A Philosophical Study Of The Transition From The Caloric Theory Of Heat To Thermodynamics: Resisting the pessimistic meta-induction.Stathis Psillos - 1994 - Studies in History and Philosophy of Science Part A 25 (2):159-190.
    I began this study with Laudan's argument from the pessimistic induction and I promised to show that the caloric theory of heat cannot be used to support the premisses of the meta-induction on past scientific theories. I tried to show that the laws of experimental calorimetry, adiabatic change and Carnot's theory of the motive power of heat were independent of the assumption that heat is a material substance, approximately true, deducible and accounted for within thermodynamics.I stressed that (...)
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  26.  49
    The Pessimistic Meta-Induction. A Response to Jacob Busch.Michael Devitt - 2006 - SATS 7 (2):127-135.
  27. Reconstructing Scientific Realism to Rebut the Pessimistic Metainduction.Gerald Doppelt - 2007 - Philosophy of Science 74 (1):96-118.
    This paper develops a stronger version of ‘inference-to-the-best explanation’ scientific realism. I argue against three standard assumptions of current realists: realism is confirmed if it provides the best explanation of theories’ predictive success ; the realist claim that successful theories are always approximately true provides the best explanation of their success ; and realists are committed to giving the same sort of truth-based explanation of superseded theories’ success that they give to explain our best current theories’ success. On the positive (...)
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  28.  19
    Relying on meta-induction?John Worrall - 2000 - Aristotelian Society Supplementary Volume 74 (1):207-235.
  29. Realism, Ramsey sentences and the pessimistic meta-induction.David Papineau - 2010 - Studies in History and Philosophy of Science Part A 41 (4):375-385.
    This paper defends scientific realism from the pessimistic meta-induction from past reference failure. It allows that a descriptive theory of reference implies that scientific terms characteristically fail of determinate reference. But it argues that a descriptive theory of reference also implies an equivalence between scientific theories and quantificational claims in the style of Ramsey. Since these quantificational claims do not use any of the referentially suspect scientific terms, they can be approximately true even when those terms fail to (...)
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  30.  49
    No Free Lunch Theorem, Inductive Skepticism, and the Optimality of Meta-induction.Gerhard Schurz - 2017 - Philosophy of Science 84 (5):825-839.
    The no free lunch theorem is a radicalized version of Hume’s induction skepticism. It asserts that relative to a uniform probability distribution over all possible worlds, all computable prediction algorithms—whether ‘clever’ inductive or ‘stupid’ guessing methods —have the same expected predictive success. This theorem seems to be in conflict with results about meta-induction. According to these results, certain meta-inductive prediction strategies may dominate other methods in their predictive success. In this article this conflict is analyzed and (...)
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  31.  22
    The Implications of the No-Free-Lunch Theorems for Meta-induction.David H. Wolpert - 2023 - Journal for General Philosophy of Science / Zeitschrift für Allgemeine Wissenschaftstheorie 54 (3):421-432.
    The important recent book by Schurz ( 2019 ) appreciates that the no-free-lunch theorems (NFL) have major implications for the problem of (meta) induction. Here I review the NFL theorems, emphasizing that they do not only concern the case where there is a uniform prior—they prove that there are “as many priors” (loosely speaking) for which any induction algorithm _A_ out-generalizes some induction algorithm _B_ as vice-versa. Importantly though, in addition to the NFL theorems, there are (...)
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  32.  18
    A Scrutiny of Scientific Realism: The No-Miracles Argument and the Pessimistic Meta-Induction.Rev Wadigala Samitharathana - 2023 - European Journal of Theology and Philosophy 3 (5):9-12.
    The historical debate of scientific realism portrays a monumental sign of science-a way of critiquing philosophy. At first sight, this centrepiece of scientific realism could line up against the no-miracles argument and the pessimistic meta-induction because, by means of the no-miracles assumption, fundamental theories in science would be the fine manifestation of reality as well as are most likely to be the truth. Nonetheless, a means to an end of the pessimistic meta-induction arguably states the anti-realistic (...)
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  33.  14
    In Search for Optimal Methods: New Insights About Meta-Induction.Gerhard Schurz - 2023 - Journal for General Philosophy of Science / Zeitschrift für Allgemeine Wissenschaftstheorie 54 (3):491-522.
    In this paper, the contributions to the account of meta-induction (Schurz 2019) collected in this volume are critically discussed and thereby, new insights are developed. How broad and expandable the program of meta-induction is can be learned from Ortner’s contribution. New insights about the transition from the a priori justification of meta-induction to the a posteriori justification of object-induction emerge from the reflection of Shogenji’s paper. How meta-induction may be applied also (...)
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  34. Reference failure and scientific realism: A response to the meta-induction.D. Cummiskey - 1992 - British Journal for the Philosophy of Science 43 (1):21-40.
    Pure causal theories of reference cannot account for cases of theoretical term reference failure and do not capture the scientific point of introducing new theoretical terminology. In order to account for paradigm cases of reference failure and the point of new theoretical terminology, a descriptive element must play a role in fixing the reference of theoretical terms. Richard Boyd's concept of theory constituitive metaphors provides the necessary descriptive element in reference fixing. In addition to providing a plausible account of reference (...)
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  35.  17
    Probabilistic truthlikeness, content elements, and meta-inductive probability optimization.Gerhard Schurz - 2021 - Synthese 199 (3-4):6009-6037.
    The paper starts with the distinction between conjunction-of-parts accounts and disjunction-of-possibilities accounts to truthlikeness. In Sect. 3, three distinctions between kinds of truthlikeness measures are introduced: comparative versus numeric t-measures, t-measures for qualitative versus quantitative theories, and t-measures for deterministic versus probabilistic truth. These three kinds of truthlikeness are explicated and developed within a version of conjunctive part accounts based on content elements. The focus lies on measures of probabilistic truthlikeness, that are divided into t-measures for statistical probabilities and single (...)
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  36.  41
    Tracking track records, II: Relying on meta-induction?John Worrall - 2000 - Aristotelian Society Supplementary Volume 74 (1):207–235.
    [John Worrall] Science seems in some ways to have been remarkably successful. What does this success tell us about the epistemological status of current scientific claims? Peter Lipton considers various meta-inductive arguments each of which start from premises about science's 'track record'. I show that his endorsements of the 'strongest' of these are, on analysis, remarkably weak. I argue that this is a reflection of difficulties within the general epistemological framework that he adopts-that of reliabilism. Finally, I briefly outline (...)
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  37. Ramsey Sentence Realism as an Answer to the Pessimistic MetaInduction.Mark Newman - 2005 - Philosophy of Science 72 (5):1373-1384.
    John Worrall recently provided an account of epistemic structural realism, which explains the success of science by arguing for the correct mathematical structure of our theories. He accounts for the historical failures of science by pointing to bloated ontological interpretations of theoretical terms. In this paper I argue that Worrall’s account suffers from five serious problems. I also show that Pierre Cruse and David Papineau have developed a rival structural realism that solves all of the problems faced by Worrall. This (...)
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  38.  20
    A Twofold Tension in Schurz’s Meta-Inductive Solution to Hume’s Problem of Induction.Tomoji Shogenji - 2023 - Journal for General Philosophy of Science / Zeitschrift für Allgemeine Wissenschaftstheorie 54 (3):379-392.
    This paper examines a twofold tension in Gerhard Schurz’s (2019) recent proposal to solve Hume’s problem of induction. Schurz concedes to the skeptic that there is no non-circular epistemic justification of the reliability of induction, but then argues for the optimality of meta-induction so that if any prediction method is reliable, then meta-induction is. There is a tension in this proposal between meta-induction and our inductive practice: Are we supposed to abandon our (...)
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  39.  40
    The material theory of object-induction and the universal optimality of meta-induction: Two complementary accounts.Gerhard Schurz & Paul Thorn - 2020 - Studies in History and Philosophy of Science Part A 82:88-93.
  40. Theoretical Continuity, Approximate Truth, and the Pessimistic Meta-Induction.Dana Tulodziecki - 2021 - In Timothy D. Lyons & Peter Vickers (eds.), Contemporary Scientific Realism: The Challenge From the History of Science. New York, NY: Oxford University Press. pp. 11-32.
  41. Entity Realism Meets the Pessimistic Meta-Induction – The World is not Enough.Jacob Busch - 2006 - SATS 7 (106):26.
    In the following I briefly set out Devitt's (1997) definition of entity realism and compare it to Hacking's (1983) definition. I then set out the pessimistic induction argument as suggested by Putnam (1978). I present an argument developed by Bertolet (1988) to the effect that Devitt's abductive defence of realism fails. In the light of its failure, Devitt offers the ability of his definition of scientific realism to solve the pessimistic induction argument as a tactical advantage for his (...)
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  42.  44
    Hume’s Problem Solved: The Optimality of Meta-Induction: by Gerhard Schurz, Cambridge, MA, MIT Press, 2019, 386pp., $60.00, £50, ISBN: 9780262039727.Tomoji Shogenji - 2019 - International Studies in the Philosophy of Science 32 (3-4):229-231.
    Volume 32, Issue 3-4, September - December 2019, Page 229-231.
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  43.  20
    Entity Realism Meets the Pessimistic Meta-Induction Argument. The World is not Enough.Jacob Busch - 2006 - SATS 7 (2).
  44. We think, they thought : a critique of the pessimistic meta-meta induction.Ludwig Fahrbach - 2021 - In Timothy D. Lyons & Peter Vickers (eds.), Contemporary Scientific Realism: The Challenge From the History of Science. New York, NY: Oxford University Press.
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    Mindfulness induction and cognition: A systematic review and meta-analysis.Louis-Nascan Gill, Robin Renault, Emma Campbell, Pierre Rainville & Bassam Khoury - 2020 - Consciousness and Cognition 84:102991.
  46.  9
    Philosophy as an open meta‐science of interdisciplinary cross‐induction.Magoroh Maruyama - 1962 - Dialectica 16 (4):361-384.
  47. Wise Crowds, Clever Meta-Inductivists.Paul D. Thorn - 2015 - In Uskali Mäki, Stéphanie Ruphy, Gerhard Schurz & Ioannis Votsis (eds.), Recent Developments in the Philosophy of Science: EPSA13 Helsinki. Springer. pp. 71-86.
    Formal and empirical work on the Wisdom of Crowds has extolled the virtue of diverse and independent judgment as essential to the maintenance of ‘wise crowds’. In other words, com-munication and imitation among members of a group may have the negative effect of decreasing the aggregate wisdom of the group. In contrast, it is demonstrable that certain meta-inductive methods provide optimal means for predicting unknown events. Such meta-inductive methods are essentially imitative, where the predictions of other agents are (...)
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  48.  86
    The Meta‐inductivist’s Winning Strategy in the Prediction Game: A New Approach to Hume’s Problem.Gerhard Schurz - 2008 - Philosophy of Science 75 (3):278-305.
    This article suggests a ‘best alternative' justification of induction (in the sense of Reichenbach) which is based on meta-induction . The meta-inductivist applies the principle of induction to all competing prediction methods which are accessible to her. It is demonstrated, and illustrated by computer simulations, that there exist meta-inductivistic prediction strategies whose success is approximately optimal among all accessible prediction methods in arbitrary possible worlds, and which dominate the success of every noninductive prediction strategy. (...)
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  49.  23
    Induction and direct inference: reply to Williamson.Gerhard Schurz - forthcoming - Journal for General Philosophy of Science / Zeitschrift für Allgemeine Wissenschaftstheorie.
  50.  75
    Meta-inductia pesimista: Argumente pro si contra.Valentin Teodorescu - 2010 - Revista de Filosofie (1-2):97-114.
    There are some arguments supporting the pessimistic meta-induction, coming from the direction of quantum theory (A. Kukla and J. Walmsley), from the direction of Laudan’s list with successful but false theories, and from the specific direction of the phlogiston theory (whom Kukla Walmsley, and S. Psillos consider to be false). Against these arguments we believe we can successfully oppose, in the first case the interactive quantum realism of I. Niiniluoto, in the second case the realism of the theoretical (...)
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