In this chapter we consider unsupervised learning from two perspectives. First, we briefly look at its advantages and disadvantages as an engineering technique applied to large corpora in natural language processing. While supervised learning generally achieves greater accuracy with less data, unsupervised learning offers significant savings in the intensive labour required for annotating text. Second, we discuss the possible relevance of unsupervised learning to debates on the cognitive basis of human language acquisition. In this context we explore the implications of (...) recent work on grammar induction for poverty of stimulus arguments that purport to motivate a strong bias model of language learning, commonly formulated as a theory of Universal Grammar (UG). We examine the second issue both as a problem in computational learning theory, and with reference to empirical work on unsupervised Machine Learning (ML) of syntactic structure. We compare two models of learning theory and the place of unsupervised learning within each of them. Looking at recent work on part of speech tagging and the recognition of syntactic structure, we see how far unsupervised ML methods have come in acquiring different kinds of grammatical knowledge from raw text. (shrink)

This comprehensive volume contains much of the important work in political and social philosophy from ancient times until the end of the nineteenth century. The anthology offers both depth and breadth in its selection of material by central figures, while also representing other currents of political thought. Thucydides, Seneca, and Cicero are included along with Plato and Aristotle; Al-Farabi, Marsilius of Padua, and de Pizan take their place alongside Augustine and Aquinas; Astell and Constant are presented in the company of (...) Locke, Rousseau, and Wollstonecraft. -/- The editors have made every effort to include translations that are both readable and reliable. Every selection has been painstakingly annotated, and each figure is given a substantial introduction highlighting his or her major contribution within the tradition. In order to ensure the highest standards of accuracy and accessibility, the editors have consulted dozens of leading academics during the course of the anthology's development (a number of whom have contributed introductory material as well as advice). The result is an anthology with unparalleled pedagogical benefits, and one that truly breaks new ground. -/- . (shrink)

This volume features a careful selection of major works in political and social philosophy from ancient times through to the present. Every reading has been painstakingly annotated, and each figure is given a substantial introduction highlighting his or her major contribution to the tradition. The anthology offers both depth and breadth in its selection of material by central figures, while also representing other currents of political thought. Thirty-two authors are represented, including fourteen from the 20th century. The editors have made (...) every effort to include translations that are both readable and reliable. In order to ensure the highest standards of accuracy and accessibility, the editors have consulted dozens of leading academics during the course of the volume’s development . The result is an anthology with unparalleled pedagogical benefits; The Broadview Anthology of Social and Political Thought sets the new standard for social and political philosophy instruction. (shrink)

The second volume of this comprehensive anthology covers the twentieth and early twenty-first centuries. The anthology is broad ranging both in its selection of material by figures traditionally acknowledged as being of central importance, and in the material it presents by a range of other figures. The material in this volume is presented in three sections. The first, “Power and the State,” includes selections by such figures as Goldman, Lenin, Weber, Schmitt, and Hayek. Among those included in the “Race, Gender, (...) and Colonialism” section are de Beauvoir, Gandhi, Fanon, and Young. The third and by far the longest section, “Rights-Based Liberalism and its Critics,” focuses on the many interrelated directions that social and political philosophy has taken since the publication of John Rawls’s ground-breaking _A Theory of Justice_ in 1971. In order to better meet the needs of today’s students, the editors have made every effort to include accurate and accessible translations of the readings. Additionally, every selection has been painstakingly annotated, and each figure is given a substantial introduction highlighting her or his major contributions within the tradition. For figures of central importance, the editors have included extended introductions that place the figure in the context of intellectual history as well as of political thought. In order to ensure the highest standards of accuracy and accessibility, the editors have consulted dozens of leading academics during the course of the volume’s development. The result is an anthology with unparalleled pedagogical benefits; _The Broadview Anthology of Social and Political Thought_ sets the new standard for social and political philosophy instruction. (shrink)

This volume contains many of the most important texts in western political and social thought from the sixteenth to the end of the nineteenth century. A number of key works, including Machiavelli’s _The Prince_, Locke’s _Second Treatise_, and Rousseau’s _The Social Contract_, are included in their entirety. Alongside these central readings are a diverse range of texts from authors such as Mary Wollstonecraft, Sojourner Truth, and Henry David Thoreau. The editors have made every effort to include translations that are both (...) readable and reliable. Each selection has been painstakingly annotated, and each figure is given a substantial introduction highlighting his or her major contributions within the tradition. The result is a ground-breaking anthology with unparalleled pedagogical benefits. (shrink)

Graphical AbstractScience and technology consortia provide a viable solution for the recent unsustainable academic growth in biomedical research.

Guilt and shame are self-conscious emotions with implications for mental health, social and occupational functioning, and the effectiveness of sports practice. To date, the assessment and role of athlete-specific guilt and shame has been under-researched. Reporting data from 174 junior elite cricketers, the present study utilized exploratory factor analysis in validating the Athletic Perceptions of Performance Scale, assessing three distinct and statistically reliable factors: athletic shame-proneness, guilt-proneness, and no-concern. Conditional process analysis indicated that APPS shame-proneness mediated the relationship between general (...) and athlete-specific distress. While APPS domains of guilt-proneness and no-concern were not significant mediators, they exhibited correlations in the expected direction with indices of psychological distress and well-being. The APPS may assist coaches and support staff identify players who may benefit from targeted interventions to reduce the likelihood of experiencing shame-prone states. (shrink)

The second volume of this comprehensive anthology covers the twentieth and early twenty-first centuries. The anthology is broad ranging both in its selection of material by figures traditionally acknowledged as being of central importance, and in the material it presents by a range of other figures. The material in this volume is presented in three sections. The first, “Power and the State,” includes selections by such figures as Goldman, Lenin, Weber, Schmitt, and Hayek. Among those included in the “Race, Gender, (...) and Colonialism” section are de Beauvoir, Gandhi, Fanon, and Young. The third and by far the longest section, “Rights-Based Liberalism and its Critics,” focuses on the many interrelated directions that social and political philosophy has taken since the publication of John Rawls’s ground-breaking _A Theory of Justice_ in 1971. In order to better meet the needs of today’s students, the editors have made every effort to include accurate and accessible translations of the readings. Additionally, every selection has been painstakingly annotated, and each figure is given a substantial introduction highlighting her or his major contributions within the tradition. For figures of central importance, the editors have included extended introductions that place the figure in the context of intellectual history as well as of political thought. In order to ensure the highest standards of accuracy and accessibility, the editors have consulted dozens of leading academics during the course of the volume’s development (many of whom have contributed introductory material as well as advice). The result is an anthology with unparalleled pedagogical benefits; _The Broadview Anthology of Social and Political Thought_ sets the new standard for social and political philosophy instruction. (shrink)

This comprehensive volume contains much of the important work in political and social philosophy from ancient times until the end of the nineteenth century. The anthology offers both depth and breadth in its selection of material by central figures, while also representing other currents of political thought. Thucydides, Seneca, and Cicero are included along with Plato and Aristotle; Al-Farabi, Marsilius of Padua, and de Pizan take their place alongside Augustine and Aquinas; Astell and Constant are presented in the company of (...) Locke, Rousseau, and Wollstonecraft. The editors have made every effort to include translations that are both readable and reliable. Every selection has been painstakingly annotated, and each figure is given a substantial introduction highlighting his or her major contribution within the tradition. In order to ensure the highest standards of accuracy and accessibility, the editors have consulted dozens of leading academics during the course of the anthology’s development (a number of whom have contributed introductory material as well as advice). The result is an anthology with unparalleled pedagogical benefits, and one that truly breaks new ground. (shrink)

Semanticists face substitution challenges even outside of contexts commonly recognized as opaque. Jennifer M. Saul has drawn attention to pairs of simple sentences - her term for sentences lacking a that-clause operator - of which the following are typical: -/- (1) Clark Kent went into the phone booth, and Superman came out. (1*) Clark Kent went into the phone booth, and Clark Kent came out. -/- (2) Superman is more successful with women than Clark Kent. (2*) (...) Superman is more successful with women than Superman. -/- She challenges us to explain why the upper and lower sentences in each pair differ, or at least appear to differ, in their truth-values and hence truth-conditions. This appearance of substitution failure is inherently puzzling. Moreover, it is taken by Saul to generate a dilemma for anyone hostile to direct reference accounts of that-clause constructions. Direct reference theorists regard the appearance of substitution failure in that-clause contexts as mere appearance, to be dealt with pragmatically rather than semantically. -/- Critics of such accounts need to say something about simple-sentence cases. If they choose to allow that intuitions of substitution failure can be over-ridden and explained away pragmatically in simple-sentence cases but not in that-clause cases, they lay themselves open to the charge of operating a double standard. But if they do not choose this option, they must offer a semantic explanation of apparent substitution failure in simple-sentence cases - no easy task, it turns out. Other respondents to Saul's challenge have sought to provide elaborate semantic treatments. In contrast, this paper proposes a far simpler pragmatic explanation of intuitions of substitution failure in simple sentences, an explanation that deploys no more resources than are to be found in Grice's 'Logic and Conversation'. Ironically, this proposal turns out to be incompatible with a direct reference perspective. So if it is, as I maintain, the most plausible treatment of simple-sentence cases available, Saul's initial thought gets turned around 180 degrees: the phenomenon she has drawn attention to ends up representing a challenge to supporters of direct reference theories. (shrink)

The Italian-born Lanfranc of Pavia and his more illustrious pupil and compatriot Anselm of Bec have long been considered pivotal figures in the theological and especially philosophical developments of the late eleventh century. Long ago dubbed the “father of Scholasticism” on account of his attempts to harmonize reason and faith, Anselm has occasioned increasing scrutiny in recent years as scholars have begun to target the cultural and pedagogical role of Anselm and his milieu in the early stages of the twelfth-century (...) renaissance. In a particularly stimulating interdisciplinary exploration of the cognitive relation between builders and their craft and masters and theirs, Charles M. Radding and William W. Clark have advanced an intriguing model suggesting that theologians and Romanesque builders of the eleventh and twelfth centuries were part of a larger transformative development in which thinkers and artisans developed new methods for solving new problems; these new methods, in turn, transformed practitioners of a craft into members of new and distinct disciplines. The verdict is still out on the precise nature of those important developments, but especially vexing is the question of the abbey of Bec's importance and influence under Lanfranc and Anselm during these changing times. As a leading scholar of Anselm has recently put it, “The character of the school of Bec emerges as a riddle to be solved. What was its focus, what did its teachers teach, and how long did it last?” Recent studies have modified Richard Southern's portrayal of the curriculum of Anselm's school at Bec as largely devoted to monastic ideals and demonstrated that history and law were also studied, that a good number of students went on to become able administrators, and that Anselm may have unwittingly contributed to the rise of courtly love. Much of the fog surrounding the authorial publication and dissemination of Anselm's writings has recently been cleared by Richard Sharpe's meticulous analysis in “Anselm as Author,” revealing a careful and more deliberate editorial planning on Anselm's part than previously recognized. However, even amidst the gathering attention directed toward these figures and their cultural context, it is the most basic and obvious feature of Lanfranc's and Anselm's written record that has been the most undeservedly neglected: their use of dialogue and its correlation to the early development of Scholastic disputation. To be sure, the revival of dialectic in the eleventh century and especially in the twelfth has long been known and rather well charted, particularly with regard to the growth of theology as an academic discipline. What follows is a somewhat more focused line of inquiry. Looking beyond the well-trodden ground of Anselm's philosophy and theology and instead examining his pedagogical innovations, this essay explores Anselm's contribution to the development of literary dialogue and to the origins of the Scholastic disputatio, both valuable tools indeed in his philosophical and theological endeavors. Anselm's influence as a prolific author of dialogues can especially be observed in a younger generation of writers and thinkers who studied with him or directly sought to imitate his style and whose oeuvres need also to be considered. By examining the circle of Lanfranc and Anselm, the methods embodied by their teachings, and the writings they produced, this essay aims to show that the Scholastic dialectical methods, later so prominent in medieval universities, have their origins within the general milieu of monastic learning. More specifically, these methods will be shown to have their origins in Lanfranc's and Anselm's engagement with dialogue and disputation at the school of Bec. (shrink)

Forthcoming in Philosophical Issues, vol 18, Interdisciplinary Core Philosophy: The Metaphysics and Perception of Qualities. Alex Byrne & David Hilbert, section editors.

The proposal by Clarke and Beck offers a new explanation for the association between the approximate number system and math. Previous explanations have largely relied on developmental arguments, an underspecified notion of the ANS as an “error detection mechanism,” or affective factors. The proposal that the ANS represents rational numbers suggests that it may directly support a broader range of math skills.

ONE Introduction Rene Descartes is, in many ways, a victim of his own success as a philosopher. He notoriously wrote a small number of readily accessible, ...

Traditionally, perceptual experiences—for example, the experience of seeing a cat—were thought to have two quite distinct components. When one sees a cat, one’s experience is “about” the cat: this is the representational or intentional component of the experience. One’s experience also has phenomenal character: this is the sensational component of the experience. Although the intentional and sensational components at least typically go together, in principle they might come apart: the intentional component could be present without the sensational component or vice (...) versa. (shrink)

In Supersizing the Mind, Andy Clark argues that the human mind is not bound inside the head but extends into body and environment.

Although decision‐making algorithms are not new to medicine, the availability of vast stores of medical data, gains in computing power, and breakthroughs in machine learning are accelerating the pace of their development, expanding the range of questions they can address, and increasing their predictive power. In many cases, however, the most powerful machine learning techniques purchase diagnostic or predictive accuracy at the expense of our ability to access “the knowledge within the machine.” Without an explanation in terms of reasons or (...) a rationale for particular decisions in individual cases, some commentators regard ceding medical decision‐making to black box systems as contravening the profound moral responsibilities of clinicians. I argue, however, that opaque decisions are more common in medicine than critics realize. Moreover, as Aristotle noted over two millennia ago, when our knowledge of causal systems is incomplete and precarious—as it often is in medicine—the ability to explain how results are produced can be less important than the ability to produce such results and empirically verify their accuracy. (shrink)

This essay surveys the varieties of disjunctivism about perceptual experience. Disjunctivism comes in two main flavours, metaphysical and epistemological.

Intentionalism about demonstratives is the view that the referent of a demonstrative is determined solely by the speaker's intentions. Intentionalists can disagree about the nature of these intentions, but are united in rejecting the relevance of other factors, such as the speaker's gestures, her gaze, and any facts about the addressee or the audience. In this paper, I formulate a particular version of this view, and I defend it against six objections, old and new.

The pregnancy rescue case (PRC) is supposed to show that when forced between preventing a fetus from being killed and preventing someone from remaining unwillingly pregnant, we are morally required to do the former. If this is true, then Hendricks argues that the typical abortion is morally wrong. I pose four problems for PRC and how Hendricks uses it here. First, one might simply deny the intuition Hendricks takes PRC to pump for reasons having to do with the moral status (...) of the fetus. Second, even if it is true that we should prevent the fetus from being killed in PRC, this might not tell us much about the moral permissibility of abortion in typical cases because there are important differences between PRC and the typical abortion. Third, I propose some modifications to PRC that would better isolate whether fetal personhood does any work to pump the target intuition. Fourth, I argue that PRC only succeeds if we presuppose that Thomson’s defence is unsound, but presupposing this comes at too high a cost. (shrink)

It has become an intellectual commonplace to claim that we have entered the era of 'postmodernity'. Three themes are embraced in this claim the poststructurist critique by Foucault, Derrida and others of the philosophical heritage of the Enlightenment the supposed impasse of High Modern art and its replacement by new artistic forms and the alleged emergence of 'post-industrial' societies whose structures are beyond the ken of Marx and other theorists of industrial capitalism. Against Postmodernism takes issue with all these themes. (...) It challenges the idealist irrationalism of post-structuralism. It questions the existence of any radical break separating allegedly Postmodern from Modern art. And it denies that recent socio-economic developments represent any fundamental shift from classical patterns of capital accumulation. Drawing on philosophy and history, Against Postmodernism takes issue also with some of the most forthright critics of postmodernism -- Jurgen Habermas and Fredric Jameson, for example. But it is most distinctive in that it offers a historical reading of the theories of such currently fashionable thinkers as Baudrillard and Lyotard. Postmodernism, Alex Callinios argues, reflects the disappointed revolutionary generation of '68, and the incorporation of many of its members into the porfessional and managerial 'new middle class'. It is best read as a symptom of political frustration and social mobility rather than as a significant intellectual or cultural phenomenon in its own right. (shrink)

From the Disney 'Teacher of the Year' and New York Times bestselling author comes a road map to enrich students' learning experiences, revised and updated for today's teachers and parents. After publishing the New York Times bestseller The Essential 55 (over 1 million copies sold), award-winning teacher Ron Clark took his rules on the road and traveled to schools and districts in 50 states. He met amazing teachers, administrators, students, parents, and all kinds of people involved in bringing up (...) great kids. These are the eleven qualities he describes in The Excellent 11: Enthusiasm, Adventure, Creativity, Reflection, Balance, Compassion, Confidence, Humor, Common Sense, Appreciation, and Resilience. Ron has filled this book with hundreds of suggestions, stories, and wonderfully funny anecdotes. You'll be smiling as you read--and finding the inspiration to change lives, one student at a time"--Back cover. (shrink)

A survey of color science and color vision.

In his précis of a recent book, Richard Joyce writes, “My contention…is that…any epistemological benefit-of-the-doubt that might have been extended to moral beliefs…will be neutralized by the availability of an empirically confirmed moral genealogy that nowhere…presupposes their truth.” Such reasoning – falling under the heading “Genealogical Debunking Arguments” – is now commonplace. But how might “the availability of an empirically confirmed moral genealogy that nowhere… presupposes” the truth of our moral beliefs “neutralize” whatever “epistemological benefit-of-the-doubt that might have been extended (...) to” them? In this article, I argue that there appears to be no satisfactory answer to this question. The problem is quite general, applying to all arguments with the structure of Genealogical Debunking Arguments aimed at realism about a domain meeting two conditions. The Benacerraf-Field Challenge for mathematical realism affords an important special case. (shrink)

Common principles for resource allocation in health care can prioritize the alleviation of small health burdens over lifesaving treatment. I argue that there is some evidence that these principles are at odds with a sizable share of public opinion, which holds that saving a life should take priority over any number of cures for minor ailments. I propose two possible explanations for this opinion, one debunking and one vindicatory. I also outline how well-designed surveys and moral inquiry could help decide (...) between them. Finally, I consider how priority-setting principles could be adjusted if the view that saving a life always trumps alleviating small burdens were vindicated. (shrink)

It is widely agreed that the intelligibility of modal metaphysics has been vindicated. Quine's arguments to the contrary supposedly confused analyticity with metaphysical necessity, and rigid with non-rigid designators.2 But even if modal metaphysics is intelligible, it could be misconceived. It could be that metaphysical necessity is not absolute necessity – the strictest real notion of necessity – and that no proposition of traditional metaphysical interest is necessary in every real sense. If there were nothing otherwise “uniquely metaphysically significant” about (...) metaphysical necessity, then paradigmatic metaphysical necessities would be necessary in one sense of “necessary”, not necessary in another, and that would be it. The question of whether they were necessary simpliciter would be like the question of whether the Parallel Postulate is true simpliciter – understood as a pure mathematical conjecture, rather than as a hypothesis about physical spacetime. In a sense, the latter question has no objective answer. In this article, I argue that paradigmatic questions of modal metaphysics are like the Parallel Postulate question. I then discuss the deflationary ramifications of this argument. I conclude with an alternative conception of the space of possibility. According to this conception, there is no objective boundary between possibility and impossibility. Along the way, I sketch an analogy between modal metaphysics and set theory. (shrink)

This paper introduces a symposium on Equality versus Priority. It explains how cases involving risk are key to distinguishing these views and discusses a 'social egalitarian' critique of both 'telic egalitarians' and 'telic prioritarians'.

The distinction between perception and cognition frames countless debates in philosophy and cognitive science. But what, if anything, does this distinction actually amount to? In this introductory article, we summarize recent work on this question. We first briefly consider the possibility that a perception-cognition border should be eliminated from our scientific ontology, and then introduce and critically examine five positive approaches to marking a perception–cognition border, framed in terms of phenomenology, revisability, modularity, format, and stimulus-dependence.

This paper examines three views of what an omission or an instance of refraining is. The view advanced is that in many cases, an omission is simply an absence of an action of some type. However, generally one’s not doing a certain thing counts as an omission only if there is some norm, standard, or ideal that calls for one’s doing that thing.

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It seems possible to see a star that no longer exists. Yet it also seems right to say that what no longer exists cannot be seen. We therefore face a puzzle, the traditional answer to which involves abandoning naïve realism in favour of a sense datum view. In this article, however, I offer a novel exploration of the puzzle within a naïve realist framework. As will emerge, the best option for naïve realists is to embrace an eternalist view of time, (...) and claim that in the relevant case, one sees a still existent star‐stage located somewhere in the distant past. (shrink)

Targeted modifications of the human epigenome, epigenome editing (EE), are around the corner. For EE, techniques similar to genome editing (GE) techniques are used. While in GE the genetic information is changed by directly modifying DNA, intervening in the epigenome requires modifying the configuration of DNA, for example, how it is folded. This does not come with alterations in the base sequence (‘genetic code’). To date, there is almost no ethical debate about EE, whereas the discussions about GE are voluminous. (...) Our article introduces EE into bioethics by translating knowledge from science to ethics and by comparing the risks of EE with those of GE. We, first (I), make the case that a broader ethical debate on EE is due, provide scientific background on EE, compile potential use-cases and recap previous debates. We then (II) compare EE and GE and suggest that the severity of risks of novel gene technologies depends on three factors: (i) the choice of an ex vivo versus an in vivo editing approach, (ii) the time of intervention and intervention windows and (iii) the targeted diseases. Moreover, we show why germline EE is not effective and reject the position of strong epigenetic determinism. We conclude that EE is not always ethically preferable to GE in terms of risks, and end with suggestions for next steps in the current ethical debate on EE by briefly introducing ethical challenges of new areas of preventive applications of EE (III). (shrink)

One very popular framework in contemporary epistemology is Bayesian. The central epistemic state is subjective confidence, or credence. Traditional epistemic states like belief and knowledge tend to be sidelined, or even dispensed with entirely. Credences are often introduced as familiar mental states, merely in need of a special label for the purposes of epistemology. But whether they are implicitly recognized by the folk or posits of a sophisticated scientific psychology, they do not appear to fit well with perception, as is (...) often noted. -/- This paper investigates the tension between probabilistic cognition and non-probabilistic perception. The tension is real, and the solution—to adapt a phrase from Quine and Goodman—is to renounce credences altogether. (shrink)

When A utters a declarative sentence in a context to B, typically A can mean a proposition by the sentence, the sentence in context literally expresses a proposition, there are propositions A and B can agree the sentence literally expressed, and B can acquire knowledge from this testimonial exchange. In recent work on linguistic communication, each of these four platitudes has been challenged, and on the same basis: viz. on the ground that exactly which proposition the sentence expressed in context (...) is not discernible given the information provided by the context. I argue that, even if this is true, there will be propositional parts of the proposition expressed by the sentence in context which can be identified and that, consequently, the partial understanding afforded by the existence of such identifiable parts undermines the soundness of the arguments against the platitudes. (shrink)