Results for 'ranking functions'

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  1. Ranking Functions, AGM Style.Wolfgang Spohn - 1999 - Internet Festschrift for Peter Gärdenfors.
    First, ranking functions are argued to be superior to AGM belief revision theory in two crucial respects. Second, it is shown how ranking functions are uniquely reflected in iterated belief change. More precisely, conditions on threefold contractions are specified which suffice for representing contractions by a ranking function uniquely up to multiplication by a positive integer. Thus, an important advantage AGM theory seemed to have over ranking functions proves to be spurious.
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  2. Ranking Functions.Franz Huber - 2009 - In A. Pazos Sierra, J. R. Rabunal Dopico & J. Dorado de la Calle (eds.), Encyclopedia of Artificial Intelligence. Hershey.
    Ranking functions have been introduced under the name of ordinal conditional functions in Spohn (1988; 1990). They are representations of epistemic states and their dynamics. The most comprehensive and up to date presentation is Spohn (manuscript).
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  3. Ranking Functions and Rankings on Languages.Franz Huber - 2006 - Artificial Intelligence 170 (4-5):462-471.
    The Spohnian paradigm of ranking functions is in many respects like an order-of-magnitude reverse of subjective probability theory. Unlike probabilities, however, ranking functions are only indirectly—via a pointwise ranking function on the underlying set of possibilities W —defined on a field of propositions A over W. This research note shows under which conditions ranking functions on a field of propositions A over W and rankings on a language L are induced by pointwise (...) functions on W and the set of models for L, ModL, respectively. (shrink)
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  4.  30
    Rank Functions and Partial Stability Spectra for Tame Abstract Elementary Classes.Michael J. Lieberman - 2013 - Notre Dame Journal of Formal Logic 54 (2):153-166.
    We introduce a family of rank functions and related notions of total transcendence for Galois types in abstract elementary classes. We focus, in particular, on abstract elementary classes satisfying the condition known as tameness, where the connections between stability and total transcendence are most evident. As a byproduct, we obtain a partial upward stability transfer result for tame abstract elementary classes stable in a cardinal $\lambda$ satisfying $\lambda^{\aleph_{0}}\gt \lambda$, a substantial generalization of a result of Baldwin, Kueker, and VanDieren.
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  5. A class of ranking functions for triangular fuzzy numbers, Econom.G. Facchinetti & R. Ghiselli Ricci - 1999 - Complexity 2 (2):77-100.
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  6.  29
    Reverse mathematics and rank functions for directed graphs.Jeffry L. Hirst - 2000 - Archive for Mathematical Logic 39 (8):569-579.
    A rank function for a directed graph G assigns elements of a well ordering to the vertices of G in a fashion that preserves the order induced by the edges. While topological sortings require a one-to-one matching of vertices and elements of the ordering, rank functions frequently must assign several vertices the same value. Theorems stating basic properties of rank functions vary significantly in logical strength. Using the techniques of reverse mathematics, we present results that require the subsystems (...)
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  7.  24
    (1 other version)The Rank Function and Hilbert'S Second ϵ‐Theorem.Pier Luigi Ferrari - 1989 - Mathematical Logic Quarterly 35 (4):367-373.
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  8. Conditionals and Ranking Functions, Special Issue of Erkenntnis.J. Weisberg, F. Huber & E. Swanson (eds.) - 2009 - Springer.
     
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  9. The Consistency Argument for Ranking Functions.Franz Huber - 2007 - Studia Logica 86 (2):299-329.
    The paper provides an argument for the thesis that an agent’s degrees of disbelief should obey the ranking calculus. This Consistency Argument is based on the Consistency Theorem. The latter says that an agent’s belief set is and will always be consistent and deductively closed iff her degrees of entrenchment satisfy the ranking axioms and are updated according to the ranktheoretic update rules.
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  10.  57
    Wolfgang Spohn and the Ranking Functions Theory.Stefano Bigliardi - 2010 - Rivista di Filosofia 101 (1):57-80.
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  11.  17
    Human Variability and the Explore–Exploit Trade‐Off in Recommendation.Scott Cheng-Hsin Yang, Chirag Rank, Jake A. Whritner, Olfa Nasraoui & Patrick Shafto - 2023 - Cognitive Science 47 (4):e13279.
    The enormous scale of the available information and products on the Internet has necessitated the development of algorithms that intermediate between options and human users. These algorithms attempt to provide the user with relevant information. In doing so, the algorithms may incur potential negative consequences stemming from the need to select items about which it is uncertain to obtain information about users versus the need to select items about which it is certain to secure high ratings. This tension is an (...)
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  12. A brief comparison of Pollock's defeasible reasoning and ranking functions.Wolfgang Spohn - 2002 - Synthese 131 (1):39-56.
    In this paper two theories of defeasible reasoning, Pollock's account and my theory of ranking functions, are compared, on a strategic level, since a strictly formal comparison would have been unfeasible. A brief summary of the accounts shows their basic difference: Pollock's is a strictly computational one, whereas ranking functions provide a regulative theory. Consequently, I argue that Pollock's theory is normatively defective, unable to provide a theoretical justification for its basic inference rules and thus an (...)
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  13.  18
    On the ERA ranking representability of pairwise bipartite ranking functions.Willem Waegeman & Bernard De Baets - 2011 - Artificial Intelligence 175 (7-8):1223-1250.
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  14. On rank-decreasing functions.G. Kurepa - 1961 - In Bar-Hillel, Yehoshua & [From Old Catalog] (eds.), Essays on the Foundations of Mathematics. Jerusalem,: Magnes Press. pp. 248.
     
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  15. Additively-separable and rank-discounted variable-population social welfare functions: A characterization.Dean Spears & H. Orri Stefansson - 2021 - Economic Letters 203:1-3.
    Economic policy evaluations require social welfare functions for variable-size populations. Two important candidates are critical-level generalized utilitarianism (CLGU) and rank-discounted critical-level generalized utilitarianism, which was recently characterized by Asheim and Zuber (2014) (AZ). AZ introduce a novel axiom, existence of egalitarian equivalence (EEE). First, we show that, under some uncontroversial criteria for a plausible social welfare relation, EEE suffices to rule out the Repugnant Conclusion of population ethics (without AZ’s other novel axioms). Second, we provide a new characterization of (...)
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  16.  21
    Roles and ranks: The importance of hierarchy for group functioning.Julian J. Zlatev, Nir Halevy & Larissa Z. Tiedens - 2016 - Behavioral and Brain Sciences 39.
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  17.  54
    Rank M-type radial basis function (RMRBF) neural network for Pap smear microscopic image classification.Francisco J. Gallegos-Funes, Margarita E. Gómez-Mayorga, José Luis Lopez-Bonilla & Rene Cruz-Santiago - 2009 - Apeiron: Studies in Infinite Nature 16 (4):542-554.
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  18.  25
    On Extended Neoteric Ranked Set Sampling Plan: Likelihood Function Derivation and Parameter Estimation.Fathy H. Riad, Mohamed A. Sabry, Ehab M. Almetwally, Ramy Aldallal, Randa Alharbi & Md Moyazzem Hossain - 2022 - Complexity 2022:1-13.
    The extended neoteric ranked set sampling plan proposed by Taconeli and Cabral has proven to outperform many one stages and two stages ranked set sampling plans when estimating the mean and the variance for different populations. Therefore, in this paper, the likelihood function based on ENRSS is proposed and used for estimation of the parameters of the inverted Nadarajah–Haghighi distribution. An extensive Monte Carlo simulation study is conducted to assess the performance of the proposed likelihood function, and the efficiency of (...)
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  19.  23
    World University Rankings: Reflections on Teaching and Learning as the Cinderella function in the South African Higher Education System.Raazia Moosa - 2018 - African Journal of Business Ethics 12 (1).
    Within universities, a tension exists between research and teaching and learning, where research is often accorded a higher status creating a Cinderella effect by rendering teaching and learning of lesser importance. World university rankings, also referred to as global rankings, are contentious although they have become a permanent feature of the higher education system internationally. Lindsay argues that institutions have emphasized the importance of publications and prestige, which contribute to national and institutional reputation. Publications increase rankings thereby contributing to the (...)
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  20.  74
    Bridging Ranking Theory and the Stability Theory of Belief.Eric Raidl & Niels Skovgaard-Olsen - 2017 - Journal of Philosophical Logic 46 (6):577-609.
    In this paper we compare Leitgeb’s stability theory of belief and Spohn’s ranking-theoretic account of belief. We discuss the two theories as solutions to the lottery paradox. To compare the two theories, we introduce a novel translation between ranking functions and probability functions. We draw some crucial consequences from this translation, in particular a new probabilistic belief notion. Based on this, we explore the logical relation between the two belief theories, showing that models of Leitgeb’s theory (...)
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  21. (1 other version)Ordinal Conditional Functions. A Dynamic Theory of Epistemic States.Wolfgang Spohn - 1988 - In W. L. Harper & B. Skyrms (eds.), Causation in Decision, Belief Change, and Statistics, vol. II. Kluwer Academic Publishers.
    It is natural and important to have a formal representation of plain belief, according to which propositions are held true, or held false, or neither. (In the paper this is called a deterministic representation of epistemic states). And it is of great philosophical importance to have a dynamic account of plain belief. AGM belief revision theory seems to provide such an account, but it founders at the problem of iterated belief revision, since it can generally account only for one step (...)
     
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  22.  29
    Anagram solving as a function of bigram rank and word frequency.Roger L. Dominowski - 1967 - Journal of Experimental Psychology 75 (3):299.
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  23.  11
    Games for Functions: Baire Classes, Weihrauch Degrees, Transfinite Computations, and Ranks.Hugo Nobrega - 2019 - Bulletin of Symbolic Logic 25 (4):451-452.
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  24. Dual-ranking act-consequentialism.Douglas W. Portmore - 2008 - Philosophical Studies 138 (3):409 - 427.
    Dual-ranking act-consequentialism (DRAC) is a rather peculiar version of act-consequentialism. Unlike more traditional forms of act-consequentialism, DRAC doesn’t take the deontic status of an action to be a function of some evaluative ranking of outcomes. Rather, it takes the deontic status of an action to be a function of some non-evaluative ranking that is in turn a function of two auxiliary rankings that are evaluative. I argue that DRAC is promising in that it can accommodate certain features (...)
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  25.  96
    A Primer on Rational Consequence Relations, Popper Functions, and Their Ranked Structures.James Hawthorne - 2014 - Studia Logica 102 (4):731-749.
    Rational consequence relations and Popper functions provide logics for reasoning under uncertainty, the former purely qualitative, the latter probabilistic. But few researchers seem to be aware of the close connection between these two logics. I’ll show that Popper functions are probabilistic versions of rational consequence relations. I’ll not assume that the reader is familiar with either logic. I present them, and explicate the relationship between them, from the ground up. I’ll also present alternative axiomatizations for each logic, showing (...)
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  26. The Measurement of Ranks and the Laws of Iterated Contraction.Wolfgang Spohn & Matthias Hild - 2008 - Artificial Intelligence 172 (10):1195-1218.
    Ranking theory delivers an account of iterated contraction; each ranking function induces a specific iterated contraction behavior. The paper shows how to reconstruct a ranking function from its iterated contraction behavior uniquely up to multiplicative constant and thus how to measure ranks on a ratio scale. Thereby, it also shows how to completely axiomatize that behavior. The complete set of laws of iterated contraction it specifies amend the laws hitherto discussed in the literature.
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  27.  21
    Repetition effect as a function of event uncertainty, response-stimulus interval, and rank order of the event.Carlo Umilta, Charles Snyder & Martha Snyder - 1972 - Journal of Experimental Psychology 93 (2):320.
  28. Belief Revision in Dynamic Epistemic Logic and Ranking Theory.Peter Fritz - manuscript
    I want to look at recent developments of representing AGM-style belief revision in dynamic epistemic logics and the options for doing something similar for ranking theory. Formally, my aim will be modest: I will define a version of basic dynamic doxastic logic using ranking functions as the semantics. I will show why formalizing ranking theory this way is useful for the ranking theorist first by showing how it enables one to compare ranking theory more (...)
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  29.  46
    Rank-into-rank hypotheses and the failure of GCH.Vincenzo Dimonte & Sy-David Friedman - 2014 - Archive for Mathematical Logic 53 (3-4):351-366.
    In this paper we are concerned about the ways GCH can fail in relation to rank-into-rank hypotheses, i.e., very large cardinals usually denoted by I3, I2, I1 and I0. The main results are a satisfactory analysis of the way the power function can vary on regular cardinals in the presence of rank-into-rank hypotheses and the consistency under I0 of the existence of j:Vλ+1≺Vλ+1\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$${j : V_{\lambda+1} {\prec} V_{\lambda+1}}$$\end{document} with the failure of GCH (...)
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  30. Constructing ω-stable structures: Rank 2 fields.John T. Baldwin & Kitty Holland - 2000 - Journal of Symbolic Logic 65 (1):371-391.
    We provide a general framework for studying the expansion of strongly minimal sets by adding additional relations in the style of Hrushovski. We introduce a notion of separation of quantifiers which is a condition on the class of expansions of finitely generated models for the expanded theory to have a countable ω-saturated model. We apply these results to construct for each sufficiently fast growing finite-to-one function μ from 'primitive extensions' to the natural numbers a theory T μ of an expansion (...)
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  31.  22
    An Effective Analysis of the Denjoy Rank.Linda Westrick - 2020 - Notre Dame Journal of Formal Logic 61 (2):245-263.
    We analyze the descriptive complexity of several Π11-ranks from classical analysis which are associated to Denjoy integration. We show that VBG, VBG∗, ACG, and ACG∗ are Π11-complete, answering a question of Walsh in case of ACG∗. Furthermore, we identify the precise descriptive complexity of the set of functions obtainable with at most α steps of the transfinite process of Denjoy totalization: if |⋅| is the Π11-rank naturally associated to VBG, VBG∗, or ACG∗, and if α<ωck1, then {F∈C(I):|F|≤α} is Σ02α-complete. (...)
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  32.  33
    Typological variation of kinship terminologies is a function of strict ranking of constraints on nested binary classification trees.Paul Miers - 2010 - Behavioral and Brain Sciences 33 (5):395-397.
    Jones argues that extending Seneca kin terms to second cousins requires a revised version of Optimality Theoretic grammar. I extend Seneca terms using three constraints on expression of markers in nested binary classification trees. Multiple constraint rankings on a nested set coupled with local parity checking determines how a given kin classification grammar marks structural endogamy.
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  33. Borovik-Poizat rank and stability.Jeffrey Burdges & Gregory Cherlin - 2002 - Journal of Symbolic Logic 67 (4):1570-1578.
    Borovik proposed an axiomatic treatment of Morley rank in groups, later modified by Poizat, who showed that in the context of groups the resulting notion of rank provides a characterization of groups of finite Morley rank [2]. (This result makes use of ideas of Lascar, which it encapsulates in a neat way.) These axioms form the basis of the algebraic treatment of groups of finite Morley rank undertaken in [1].There are, however, ranked structures, i.e., structures on which a Borovik-Poizat rank (...)
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  34.  56
    Completeness for counter-doxa conditionals – using ranking semantics.Eric Raidl - 2019 - Review of Symbolic Logic 12 (4):861-891.
    Standard conditionals $\varphi > \psi$, by which I roughly mean variably strict conditionals à la Stalnaker and Lewis, are trivially true for impossible antecedents. This article investigates three modifications in a doxastic setting. For the neutral conditional, all impossible-antecedent conditionals are false, for the doxastic conditional they are only true if the consequent is absolutely necessary, and for the metaphysical conditional only if the consequent is ‘model-implied’ by the antecedent. I motivate these conditionals logically, and also doxastically by properties of (...)
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  35.  39
    Ease of concept attainment as a function of associative rank.Sarnoff A. Mednick & Sharon Halpern - 1962 - Journal of Experimental Psychology 64 (6):628.
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  36. Method and meaning: Ranke and droysen on the historian's disciplinary ethos.Katherina Kinzel - 2020 - History and Theory 59 (1):22-41.
    In this paper I revisit nineteenth-century debates over historical objectivity and the political functions of historiography. I focus on two central contributors to these debates: Leopold von Ranke and Johann Gustav Droysen. In their takes on objectivity and subjectivity, impartiality and political engagement I reveal diametrically opposed solutions to shared concerns: how can historians reveal history to be meaningful without taking recourse to speculative philosophy? And how can they produce a knowledge that is relevant to the present when the (...)
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  37.  12
    BurstBiRank: Co-Ranking Developers and Projects in GitHub with Complex Network Structures and Bursty Interactions.Dengcheng Yan, Zhen Shao, Yiwen Zhang & Bin Qi - 2020 - Complexity 2020:1-12.
    With the wide adoption of social collaborative coding, more and more developers participate and collaborate on platforms such as GitHub through rich social and technical relationships, forming a large-scale complex technical system. Like the functionalities of critical nodes in other complex systems, influential developers and projects usually play an important role in driving this technical system to more optimized states with higher efficiency for software development, which makes it a meaningful research direction on identifying influential developers and projects in social (...)
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  38.  13
    Simplicial algorithms for minimizing polyhedral functions.M. R. Osborne - 2001 - New York: Cambridge University Press.
    Polyhedral functions provide a model for an important class of problems that includes both linear programming and applications in data analysis. General methods for minimizing such functions using the polyhedral geometry explicitly are developed. Such methods approach a minimum by moving from extreme point to extreme point along descending edges and are described generically as simplicial. The best-known member of this class is the simplex method of linear programming, but simplicial methods have found important applications in discrete approximation (...)
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  39.  47
    An Accuracy Argument in Favor of Ranking Theory.Eric Raidl & Wolfgang Spohn - 2020 - Journal of Philosophical Logic 49 (2):283-313.
    Fitelson and McCarthy have proposed an accuracy measure for confidence orders which favors probability measures and Dempster-Shafer belief functions as accounts of degrees of belief and excludes ranking functions. Their accuracy measure only penalizes mistakes in confidence comparisons. We propose an alternative accuracy measure that also rewards correct confidence comparisons. Thus we conform to both of William James’ maxims: “Believe truth! Shun error!” We combine the two maxims, penalties and rewards, into one criterion that we call prioritized (...)
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  40.  35
    What Kind of University Rankings Do we Want?Patrick Loobuyck - 2009 - Ethical Perspectives 16 (2):207-224.
    There is clearly a demand for rankings and information systems in the field of higher education, but there are also many questions about their validity, quality, and impact. Moreover, it seems that rankings, or at least some important rankings, are inclined to reinforce certain negative tendencies. Until recently, international competition has focused for the most part on publication and research output. As a result, education and the social role of universities have been neglected. It is an important challenge, therefore, to (...)
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  41. New foundations for counterfactuals.Franz Huber - 2014 - Synthese 191 (10):2167-2193.
    Philosophers typically rely on intuitions when providing a semantics for counterfactual conditionals. However, intuitions regarding counterfactual conditionals are notoriously shaky. The aim of this paper is to provide a principled account of the semantics of counterfactual conditionals. This principled account is provided by what I dub the Royal Rule, a deterministic analogue of the Principal Principle relating chance and credence. The Royal Rule says that an ideal doxastic agent’s initial grade of disbelief in a proposition \(A\) , given that the (...)
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  42. Increasing increment generalizations of rank-dependent theories.R. Duncan Luce - 2003 - Theory and Decision 55 (2):87-146.
    Empirical evidence from both utility and psychophysical experiments suggests that people respond quite differently—perhaps discontinuously—to stimulus pairs when one consequence or signal is set to `zero.' Such stimuli are called unitary. The author's earlier theories assumed otherwise. In particular, the key property of segregation relating gambles and joint receipts (or presentations) involves unitary stimuli. Also, the representation of unitary stimuli was assumed to be separable (i.e., multiplicative). The theories developed here do not invoke separability. Four general cases based on two (...)
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  43.  50
    Improving a Bounding Result That Constructs Models of High Scott Rank.Christina Goddard - 2016 - Notre Dame Journal of Formal Logic 57 (1):59-71.
    Let $T$ be a theory in a countable fragment of $\mathcal{L}_{\omega_{1},\omega}$ whose extensions in countable fragments have only countably many types. Sacks proves a bounding theorem that generates models of high Scott rank. For this theorem, a tree hierarchy is developed for $T$ that enumerates these extensions. In this paper, we effectively construct a predecessor function for formulas defining types in this tree hierarchy as follows. Let $T_{\gamma}\subseteq T_{\delta}$ with $T_{\gamma}$- and $T_{\delta}$-theories on level $\gamma$ and $\delta$, respectively. Then if (...)
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  44.  37
    Rudimentary Recursion, Gentle Functions and Provident Sets.A. R. D. Mathias & N. J. Bowler - 2015 - Notre Dame Journal of Formal Logic 56 (1):3-60.
    This paper, a contribution to “micro set theory”, is the study promised by the first author in [M4], as improved and extended by work of the second. We use the rudimentarily recursive functions and the slightly larger collection of gentle functions to initiate the study of provident sets, which are transitive models of $\mathsf{PROVI}$, a subsystem of $\mathsf{KP}$ whose minimal model is Jensen’s $J_{\omega}$. $\mathsf{PROVI}$ supports familiar definitions, such as rank, transitive closure and ordinal addition—though not ordinal multiplication—and (...)
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  45.  41
    Structural Inference from Conditional Knowledge Bases.Gabriele Kern-Isberner & Christian Eichhorn - 2014 - Studia Logica 102 (4):751-769.
    There are several approaches implementing reasoning based on conditional knowledge bases, one of the most popular being System Z (Pearl, Proceedings of the 3rd conference on theoretical aspects of reasoning about knowledge, TARK ’90, Morgan Kaufmann Publishers Inc., San Francisco, CA, USA, pp. 121–135, 1990). We look at ranking functions (Spohn, The Laws of Belief: Ranking Theory and Its Philosophical Applications, Oxford University Press, Oxford, 2012) in general, conditional structures and c-representations (Kern-Isberner, Conditionals in Nonmonotonic Reasoning and (...)
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  46.  21
    On function field Mordell–Lang and Manin–Mumford.Franck Benoist, Elisabeth Bouscaren & Anand Pillay - 2016 - Journal of Mathematical Logic 16 (1):1650001.
    We give a reduction of the function field Mordell–Lang conjecture to the function field Manin–Mumford conjecture, for abelian varieties, in all characteristics, via model theory, but avoiding recourse to the dichotomy theorems for (generalized) Zariski geometries. Additional ingredients include the “Theorem of the Kernel”, and a result of Wagner on commutative groups of finite Morley rank without proper infinite definable subgroups. In positive characteristic, where the main interest lies, there is one more crucial ingredient: “quantifier-elimination” for the corresponding [Formula: see (...)
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  47.  63
    European Higher Education under the University Rankings.Philippe van Parijs - 2009 - Ethical Perspectives 16 (2):189-206.
    'The evaluation and ranking of our universities and their departments is here to stay. Should we oppose them, denounce them, sabotage them as much as we can? Or can and should we use them, refashion them, expand them, in such a way that our universities end up fulfilling their various functions better than before, without worsening our lives or those of our students in the process?' These were the questions put to the keynote speakers and over one hundred (...)
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  48.  22
    On Fraïssé’s conjecture for linear orders of finite Hausdorff rank.Alberto Marcone & Antonio Montalbán - 2009 - Annals of Pure and Applied Logic 160 (3):355-367.
    We prove that the maximal order type of the wqo of linear orders of finite Hausdorff rank under embeddability is φ2, the first fixed point of the ε-function. We then show that Fraïssé’s conjecture restricted to linear orders of finite Hausdorff rank is provable in +“φ2 is well-ordered” and, over , implies +“φ2 is well-ordered”.
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  49.  70
    Aristotle on Practical Rationality: Deliberation, Preference-Ranking, and the Imperfect Decision-Making of Women.Van Tu - 2020 - Dissertation, University of Michigan, Ann Arbor
    We have it on the authority of Aristotle that “reason (nous) is the best thing in us” (EN X.7, 1177a20). This idealization of reason permeates his account of eudaimonia, a term commonly translated as ‘happiness’, which Aristotle identifies with living and doing well (EN I.4, 1095a18-20). In harmony with a certain intellectualism peculiar to the mainstream of ancient philosophical accounts of eudaimonia, Aristotle holds that living well requires the unique practical application of rationality of which only humans are capable (EN (...)
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  50.  27
    European higher education under the spell of university rankings: Report of the seventh Ethical Forum.Philippe van Parijs - 2009 - Ethical Perspectives 16 (2):165-206.
    'The evaluation and ranking of our universities and their departments is here to stay. Should we oppose them, denounce them, sabotage them as much as we can? Or can and should we use them, refashion them, expand them, in such a way that our universities end up fulfilling their various functions better than before, without worsening our lives or those of our students in the process?' These were the questions put to the keynote speakers and over one hundred (...)
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