Issues of reliability are claiming center-stage in the epistemology of machine learning. This paper unifies different branches in the literature and points to promising research directions, whilst also providing an accessible introduction to key concepts in statistics and machine learning – as far as they are concerned with reliability.

Big Ideas for Little Kids includes everything a teacher, a parent, or a college student needs to teach philosophy to elementary school children from picture books. Written in a clear and accessible style, the book explains why it is important to allow young children access to philosophy during primary-school education. Wartenberg also gives advice on how to construct a "learner-centered" classroom, in which children discuss philosophical issues with one another as they respond to open-ended questions by saying whether they agree (...) or disagree with what others have said. (shrink)

In lieu of an abstract, here is a brief excerpt of the content:A Response to Louise Pascale, “Dispelling the Myth of the Non-Singer: Embracing Two Aesthetics for Singing”Maya HooverLouise Pascale encourages a redefinition of the word "singer" and suggests ways to make it apply to a broader spectrum of people. The problem with the current definition, she believes, is that it is outdated and needs to be changed in order to better embrace the ideals of current society. In order to (...) fully understand the problem and incorporate her suggestions, it is helpful to look at the issue as a symptom of a larger philosophical problem and to examine her proposed aesthetics from a non-philosophical perspective. [End Page 202]A Philosophical Approach to an Ethnographic StudyPascale specifies the current definition of singer as one understood in terms of values set by a white, middle class, American society. She argues that this definition is a direct result of the actions of the church in the 1600s, which has influenced and effected how North Americans (specifically people from the United States) perceive and experience singing. She refers to the manner in which this definition is significantly rooted in history and has only strengthened with time as a "taproot" in music education.Pascale's main argument revolves around the fact that we in the United States have adopted and ascribe to the Western European value system of singing. She notes that in the quest to extract the highest form of singing, we tend to sort out the very best and tell everyone else not to bother. This elitist attitude is a serious problem and she is quite right to point it out. Although there is nothing wrong with classical studies revolving around a canon, we are often taught that anything else is not worthy of study or practice. As a result, we have a very narrow perception of singing due to the guidelines set by the "taproot philosophy," which greatly limits musical expression on many levels.The issue of Western European elitism in the United States is a big one that many scholars and educators like to avoid for fear of offending tradition. In Onika's case, she becomes completely redefined as a non-singer by these elitist constraints. Pascale hints at this concept at other points in her essay, but Onika's story stands out as a blatant example of subjugation.Pascale's story about her own trials in trying to learn about African dance and drumming reinforces the idea of Western elitism. She refers to Christopher Small's idea about the Western value of timing and rhythm, which is linked to "a more logical relationship between pitch and harmony."2 It is important to note that while Pascale was frustrated with her Western background, she was still encouraged by her Ghanaian instructor. She may have felt incompetent, but she was by no means subjugated, as Onika had become.Pascale relates both experiences to the link between culture, society, and the construction of belief systems. However, there is a deeper connection here that deals specifically with American society and its attitude toward those with a different belief system. Looking at other cultures shows how societies can encourage the exploration of their music by giving participants permission to be imperfect and accepting the interest in their culture with grace. This poses a question that is much larger than Pascale's original one, but one that is intricately linked to it: Why do we, as members of American society, continue to perpetuate the subjugation of anyone from outside of our established network of beliefs? [End Page 203] The problem of singers versus non-singers seems only to be a symptom of a much larger illness that is well deserving of a much deeper exploration.The Second Aesthetic from a Scientific Vantage PointPascale explores how the phenomenon of the "non-singer" translates into the music classroom. She argues that there must be a way to maintain the classical tradition while simultaneously allowing everyone to participate, trained or not. There must also be a way to allow every classroom teacher to feel comfortable singing with her/his students, and likewise to allow every student to feel comfortable enough to participate.She suggests incorporating... (shrink)

Cette étude essaye d’établir qu’il y a deux notions très différentes de « fondation » à l’œuvre dans les Recherches logiques de Husserl. Dans la IIIème Recherche, où le terme est formellement introduit, lorsqu’il se demande quels sont les contenus qui peuvent exister d’une manière autonome (indépendants) et lesquels peuvent exister uniquement en tant que moments d’autre chose (dépendants), Husserl suit ce que j’appelle un « modèle ontologique ». Selon ce modèle, le concret possède une priorité sur à l’abstrait qui (...) est fondé en lui. Dans la VIème Recherche, en revanche, Husserl s’oriente principalement sur un « modèle gnoséologique » qui voit le complexe comme fondé sur ce qui est relativement simple, étant donné que les expériences d’ordre supérieur (telles les perceptions de types d’objets plus complexes) sont « fondées sur » des expériences plus simples, bien qu’elles ne puissent pas y être réduites. L’exemple principal ici est celui des intuitions catégoriales : fondées sur les intuitions sensibles, elles n’y sont pas réductibles. Mais cette distinction entre deux sens différents du terme de « fondation » peut également nous aider à mieux comprendre de nombreuses thèses husserliennes plutôt controversées. Par exemple, elle peut nous permettre de mieux comprendre dans quelle mesure faire l’expérience d’un être humain comme un tout se fonde sur l’expérience d’un corps physique, et cela même si l’étant que nous rencontrons inclut à la fois des aspects corporels et des aspects spirituels – les deux étant vus, d’une manière essentielle, comme des moments de cette unique personne qui fait l’objet de notre expérience. (shrink)

In this book, T. M. Scanlon offers new answers to these questions, as they apply to the central part of morality that concerns what we owe to each other.

Causality in Macroeconomics examines causality while taking macroeconomics seriously. A pragmatic and realistic philosophy is joined to a macroeconomic foundation that refines Herbert Simon's well-known work on causal order to make a case for a structural approach to causality. The structural approach is used to understand modern rational expectations models, regime switching models, Granger causality, vector autoregressions, the Lucas critique, and concept exogeneity. Techniques of causal inference based on patterns of stability and instability in the face of identified regime changes (...) are developed and illustrated in two empirical case studies. (shrink)

Clayton Chin provides a helpful reconstruction of Rorty’s philosophy that aims to show its usefulness for political thought, while also shedding light on its relationships with Continental philosophy and on Rorty’s reading strategy employed in relation to some Continental thinkers. In relation to the first aim, Chin argues convincingly that Rorty’s primary contribution to political thought is located at the meta-theoretical level, by which he means the level at which questions may be asked about the nature and purpose of political (...) theorizing. I agree with much of Chin’s account of the nature and value of Rorty’s meta-theoretical approach. I am less convinced by Chin’s account of Rorty’s relations with Continental philosophy and the reading strategies employed in his discussions of those with whom he engaged. There are a number of reasons for this. First, he confines his discussion to a handful of figures that he groups under the heading of ontological approaches to politics and political theory: primarily Martin Heidegger and William Connolly, but also Foucault and Jürgen Habermas. Second, This is the asymmetry in the way in which Rorty is treated compared to the discussion of these interlocutors. (shrink)

This paper is an exposition and evaluation of the Agustín Rayo's views about the epistemology and metaphysics of mathematics, as they are presented in his book The Construction of Logical Space.

In recent years an increasing number of psychologists have begun to explore the prevalence, causes and effects of ordinary people’s intuitions about moral realism. Many of these studies have lacked in construct validity, i.e., they have failed to measure moral realism. My aim in this paper accordingly is to motivate and guide methodological improvements. In analysis of prominent existing measures, I develop general recommendations for overcoming ten prima facie serious worries about research on folk moral realism. G1 and G2 require (...) studies’ answer choices to be as metaethically comprehensive as methodologically feasible. G3 and G4 prevent fallacious inferences from intuitions about related debates. G5 and G6 limit first-order moral and epistemic influences. G7 address studies’ instructions. And G8 and G9 suggest tests of important psychological presuppositions. (shrink)

This paper examines Honig’s use of Rancière in her book ‘Democracy and the Foreigner’. In seeking to clarify the benefits of ‘foreignness’ for democratic politics it raises the concern that Honig does not acknowledge the ways in which her own democratic cosmopolitanism may be more akin to Rancière’s police than politics. By challenging Honig’s assertion that democracy is usually read as a romance with the suggestion that it is more commonly read as a horror, I unpick the interstices of Honig’s (...) and Rancière’s work to separate foreignness from democratic cosmopolitanism. Instead, although I posit democratic cosmopolitanism’s potential as a police more conducive to politics I also suggest that the particular salience of Honig’s ‘foreigner’ figure is that it supplements Rancièrian politics, demonstrating a praxis of ‘looking anew’ at our ordinary social practices. By making these seem strange to us, we can discover a new critical perspective from which to question and subvert, thereby furthering the potential of Rancièrian democratic politics. (shrink)

This volume is a study of the influence of Timaeus on the development of Western cosmology in three axial periods of European culture: Late Antiquity, Middle Ages and Renaissance.

Thomas Reid is now recognized as one of the towering figures of the Enlightenment. Best known for his published writings on epistemology and moral theory, he was also an accomplished mathematician and natural philosopher, as an earlier volume of his manuscripts edited by Paul Wood for the Edinburgh Reid Edition, Thomas Reid on the Animate Creation, has shown. The Correspondence of Thomas Reid collects all of the known letters to and from Reid in a fully annotated form. (...) Letters already published by Sir William Hamilton and others have been reedited, and roughly half of the letters included appear in print for the first time. Writing in 1802, Reid's disciple and biographer Dugald Stewart doubted that Reid's correspondence &"would be generally interesting.&" This collection proves otherwise, for the letters illuminate virtually every aspect of Reid's life and career and, in some instances, provide us with invaluable evidence about activities otherwise undocumented in his manuscripts or published works. Through his correspondence we can trace Reid's relations with contemporaries such as David Hume and his colleagues at both King's College, Aberdeen, and the University of Glasgow, as well as his engagement with the most controversial philosophical, scientific, and political issues of his day. If anything, the letters assembled here serve as the starting point for understanding Reid and his place in the Enlightenment. (shrink)

Certain basic concepts of geometrical stability theory are generalized to a class of closure operators containing algebraic closure. A specific case of a generalized closure operator is developed which is relevant to Vaught's conjecture. As an application of the methods, we prove THEOREM A. Let G be a superstable group of U-rank ω such that the generics of G are locally modular and Th(G) has few countable models. Let G - be the group of nongeneric elements of G, G + (...) = G o + G - . Let Π= {q ∈ S( $\emptyset$ ): U(q) $A \subset M$ such that M is almost atomic over A ∪ (G + ∩ M) $\cup \bigcup_{p\in \Pi}$ p(M). (shrink)

Feeling good: four ways -- Finding that feeling -- The place of pleasure -- Knowing what's what -- Making things happen -- Being good -- Love and friendship -- Putting it together.

Conciliatory theories of disagreement require that one lower one’s confidence in a belief in the face of disagreement from an epistemic peer. One question about which people might disagree is who should qualify as an epistemic peer and who should not. But when putative epistemic peers disagree about epistemic peerhood itself, then Conciliationism makes contradictory demands and paradoxes arise.

Existing research suggests that people's judgments of actual causation can be influenced by the degree to which they regard certain events as normal. We develop an explanation for this phenomenon that draws on standard tools from the literature on graphical causal models and, in particular, on the idea of probabilistic sampling. Using these tools, we propose a new measure of actual causal strength. This measure accurately captures three effects of normality on causal judgment that have been observed in existing studies. (...) More importantly, the measure predicts a new effect ("abnormal deflation"). Two studies show that people's judgments do, in fact, show this new effect. Taken together, the patterns of people's causal judgments thereby provide support for the proposed explanation. (shrink)

A growing number of decision theorists have, in recent years, defended the view that rationality is permissive under risk: Different rational agents may be more or less risk-averse or risk-inclined. This can result in them making different choices under risk even if they value outcomes in exactly the same way. One pressing question that arises once we grant such permissiveness is what attitude to risk we should implement when choosing on behalf of other people. Are we permitted to implement any (...) of the rationally permissible risk attitudes, is there some specific risk attitude that is required when choosing for others, or are we required to defer to the risk attitudes of the people on whose behalf we are choosing? This article elaborates on this question, explains its wider practical and theoretical significance, provides an overview of existing answers, and explores how to go about providing a more systematic account of how to choose on behalf of others in risky contexts. (shrink)

Thomas Paine published this treatise defending the principles of freedom in 1791. He fought for independence in America, and was in France during the Revolution. He writes as a first-hand observer of political realities. He saw all government as arbitrary unless it conformed to the will of the people and argued for reforms in the British Parliament.

Cet essai présente une description de plusieurs travaux inédits de Jacques Derrida au sujet de Marx et d'Althusser datant des années 1960 et 1970. Au-delà du travail philologique, il s'agit aussi d'une étude théorique de notions telles que 'idéologie', 'fétichisme', 'reproduction', 'division du travail', 'différence sexuelle', 'domination', 'économie politique', 'matérialisme dialectique', ou 'production culturelle' — tout autant à travers les textes marxistes que dans les lectures déconstructives qu'en propose alors Derrida. Durant les années 1970, dans le cadre de son séminaire, (...) Derrida s'efforce de penser une autre économie politique, au-delà de l'économie du propre qu'il identifie aussi bien chez les économistes classiques que chez leurs critiques marxistes. Ces lectures détaillées et combattives de textes marxistes restent aujourd'hui inédites. Leur prise en compte contribue à redéfinir l'image de Derrida et de la déconstruction, en témoignant de ses discussions très avancées de Marx, d'Althusser, et de la pensée marxiste — et ce dès la fin des années 1960 et le début des années 1970, plus de 20 ans avant la publication de Spectres de Marx (1993). -/- Une version plus courte de cet article fut traduite en espagnol par Ramiro Parodi, et publiée en 2019 dans le numéro 7 de la revue Demarcaciones — numéro consacré au 25ème anniversaire de la publication de Spectres de Marx. (shrink)

Elliot Sober ([2001]) forcefully restates his well-known counterexample to Reichenbach's principle of the common cause: bread prices in Britain and sea levels in Venice both rise over time and are, therefore, correlated; yet they are ex hypothesi not causally connected, which violates the principle of the common cause. The counterexample employs nonstationary data—i.e., data with time-dependent population moments. Common measures of statistical association do not generally reflect probabilistic dependence among nonstationary data. I demonstrate the inadequacy of the counterexample and of (...) some previous responses to it, as well as illustrating more appropriate measures of probabilistic dependence in the nonstationary case. A challenge to the principle of the common causeSober's argument and the attempts to rescue the principleProbabilistic dependenceNonstationary time seriesProbabilistic dependence in nonstationary time seriesDo Venetian sea levels and British bread prices violate the principle of the common cause? (shrink)

This commentary places Jussim in dialogue with sociological perspectives on social reality and the political-academic nature of scientific paradigms. Specifically, we highlight how institutions, observers, and what is being observed intersect, and discuss the implications of this intersection on measurement within the social world. We then identify similarities between Jussim's specific narrative regarding social perception research, with noted patterns of scientific change.

Respect, Pluralism, and Justice is a series of essays which sketches a broadly Kantian framework for moral deliberation, and then uses it to address important social and political issues. Hill shows how Kantian theory can be developed to deal with questions about cultural diversity, punishment, political violence, responsibility for the consequences of wrongdoing, and state coercion in a pluralistic society.

Three experiments explored the effects of word problem cueing on debiasing versions of the bat-and-ball problem. In the experimental condition order, participants solved a simpler isomorphic version of the problem prior to solving a standard version that, critically, had the same item-and-dollar amounts. Conversely, in the control condition order, participants solved the standard version prior to solving the isomorph. Across the first 2 experiments, participants cued with the isomorph were more likely to correctly solve the standard version of the problem. (...) In the third experiment, this cueing effect was not replicated, but importantly cued participants were more likely to correctly solve the standard version of the problem with other item-and-dollar amounts, indicating near transfer. Far transfer was evident in faster response times to other problems in the Cognitive Reflection Test following practice. Along with providing converging evidence for the cueing account, these results are consistent with recent attentional debiasing findings. (shrink)

Typically, nudging is a technique for steering the choices of people without giving reasons or using enforcement. In benevolent cases, it is used when people are insufficiently responsive to reason. The nudger triggers automatic cognitive mechanisms – sometimes even biases – in smart ways in order to push irrational people in the right direction. Interestingly, this technique can also be applied to doxastic attitudes. Someone who is doxastically unresponsive to evidence can be nudged into forming true beliefs or doxastic attitudes (...) that are propositionally justified. When doxastic nudging uses non-rational mechanisms, the worry is that nudging cannot result in justified beliefs or knowledge, as the resulting doxastic attitudes lack the right kind of basis. In this paper, I will argue that given the right background views about knowledge, justified beliefs and the relevant processes, epistemic nudging is possible even in these cases. That is, all kinds of nudging can – in appropriate circumstances – produce justified beliefs or knowledge in the nudgee. (shrink)

Macroeconomists overwhelmingly believe that macroeconomics requires microfoundations, typically understood as a strong eliminativist reductionism. Microfoundations aims to recover intentionality. In the face of technical and data constraints macroeconomists typically employ a representative-agent model, in which a single agent solves the microeconomic optimization problem for the whole economy, and take it to be microfoundationally adequate. The characteristic argument for the representative-agent model holds that the possibility of the sequential elaboration of the model to cover any number of individual agents justifies treating (...) the policy conclusions of the single-agent model as practically relevant. This eschatological justification is examined and rejected. (shrink)

Karen Fang 'The Poverty of Sociological Studies of Hong Kong Cinema: Stokes and Hoover's _City on Fire_' _Film-Philosophy_, vol. 7 no. 36, October 2003.

The Methodology of Empirical Macroeconomics stakes out a pragmatic middle-ground between traditional, prescriptive economic methodology and recent descriptive methodology. The former is sometimes seen as arrogantly telling economists how to do their work and the latter as irrelevant to their practice. The lectures are built around a case study of a concrete example of macroeconomic analysis. They demonstrate that economic methodology and the philosophy of science offer insights that help to resolve the genuine concerns of macroeconomists. Some examples of questions (...) addressed include: What is the relationship between theoretical models and empirical observations? What is the relevance of macroeconomics to policy? Should macroeconomics be viewed as a special case of microeconomics? What is the place of long-standing philosophical issues in macroeconomics, such as the scope and nature of economic laws, the role of idealizations, methodological individualism, and the problem of causality? (shrink)

Argues that ontological reduction of macroeconomics to microeconomics is untenable. Existence of macroeconomic aggregates; Microfoundations of macroeconomics; Examinations of the general price level; Limits of the scientific development of microeconomics.