This paper presents an implemented computational model of word acquisition which learns directly from raw multimodal sensory input. Set in an information theoretic framework, the model acquires a lexicon by finding and statistically modeling consistent cross‐modal structure. The model has been implemented in a system using novel speech processing, computer vision, and machine learning algorithms. In evaluations the model successfully performed speech segmentation, word discovery and visual categorization from spontaneous infant‐directed speech paired with video images of single objects. These results (...) demonstrate the possibility of using state‐of‐the‐art techniques from sensory pattern recognition and machine learning to implement cognitive models which can process raw sensor data without the need for human transcription or labeling. (shrink)

The combination of increased availability of large amounts of fine-grained human behavioral data and advances in machine learning is presiding over a growing reliance on algorithms to address complex societal problems. Algorithmic decision-making processes might lead to more objective and thus potentially fairer decisions than those made by humans who may be influenced by greed, prejudice, fatigue, or hunger. However, algorithmic decision-making has been criticized for its potential to enhance discrimination, information and power asymmetry, and opacity. In this paper, we (...) provide an overview of available technical solutions to enhance fairness, accountability, and transparency in algorithmic decision-making. We also highlight the criticality and urgency to engage multi-disciplinary teams of researchers, practitioners, policy-makers, and citizens to co-develop, deploy, and evaluate in the real-world algorithmic decision-making processes designed to maximize fairness and transparency. In doing so, we describe the Open Algortihms project as a step towards realizing the vision of a world where data and algorithms are used as lenses and levers in support of democracy and development. (shrink)

The rapid dynamics of COVID-19 calls for quick and effective tracking of virus transmission chains and early detection of outbreaks, especially in the “phase 2” of the pandemic, when lockdown and other restriction measures are progressively withdrawn, in order to avoid or minimize contagion resurgence. For this purpose, contact-tracing apps are being proposed for large scale adoption by many countries. A centralized approach, where data sensed by the app are all sent to a nation-wide server, raises concerns about citizens’ privacy (...) and needlessly strong digital surveillance, thus alerting us to the need to minimize personal data collection and avoiding location tracking. We advocate the conceptual advantage of a decentralized approach, where both contact and location data are collected exclusively in individual citizens’ “personal data stores”, to be shared separately and selectively, voluntarily, only when the citizen has tested positive for COVID-19, and with a privacy preserving level of granularity. This approach better protects the personal sphere of citizens and affords multiple benefits: it allows for detailed information gathering for infected people in a privacy-preserving fashion; and, in turn this enables both contact tracing, and, the early detection of outbreak hotspots on more finely-granulated geographic scale. The decentralized approach is also scalable to large populations, in that only the data of positive patients need be handled at a central level. Our recommendation is two-fold. First to extend existing decentralized architectures with a light touch, in order to manage the collection of location data locally on the device, and allow the user to share spatio-temporal aggregates—if and when they want and for specific aims—with health authorities, for instance. Second, we favour a longer-term pursuit of realizing a Personal Data Store vision, giving users the opportunity to contribute to collective good in the measure they want, enhancing self-awareness, and cultivating collective efforts for rebuilding society. (shrink)

In this paper I formulate the thesis of the Division of Epistemic Labor as a thesis of epistemic dependence, illustrate several ways in which individual subjects are epistemically dependent on one or more of the members of their community in the process of knowledge acquisition, and draw conclusions about the cognitively distributed nature of some knowledge acquisition.

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)

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)

I consider two attempts to combine realism with pluralism about the units of selection: Sober and Wilson’s combination of “model” and “unit” pluralism, and Sterelny and Griffiths’ “local pluralism”. I argue that both of these attempts fail to show that realism and pluralism are compatible. Sober and Wilson’s pluralism turns out, on closer inspection, to be a kind of monism in disguise, while Sterelny and Griffiths’ local pluralism involves a combination of realism and anti-realism about interactors, and the units of (...) selection, that is fundamentally unstable. My conclusion is that one must choose whether to be a realist or a pluralist in this area: one cannot be both. The question of which we should choose is a further question that I do not take a stand on. (shrink)

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.

Sandys, Sir John Edwin. Aristotle's Constitution of Athens. A Revised Text with an Introduction Critical and Explanatory Notes Testimonia and Indices. Second edition, Revised and Enlarged. London: Macmillan & Co., Limited, 1902. xcii, 331 pp. Frontis. Illus. Reprinted 2000 by The Lawbook Exchange, Ltd. LCCN 99-23952. ISBN 1-58477-004-X. Cloth. $75. * By the author of the standard comprehensive history of classical scholarship, A History of Classical Scholarship. This scholarly examination of the textual evidence of the papyrus of what is known (...) to be Aristotle's Constitution of Athens, which dated from 328 and 325 B.C., is enhanced by notes that pertain to the legal aspects of the work. A thorough introduction surveys Greek political literature prior to Aristotle's time and that ascribed to him, and concludes with a history of the Constitution itself. While other scholars may have already deciphered the papyrus, this work is distinguished by the provision of the text with critical notes on each page, followed by the Testimonia, which contain further evidence on the text, in the form of quotations in Greek, often providing passages in full for immediate reference. With a bibliography and English as well as Greek index. (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)

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)

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

On most accounts present in the literature, the complex experience of shame has the injury to self-esteem as its main component. A major objection to this idea is that it fails to differentiate between shame and disappointment in oneself. I argue that previous attempts to respond to the objection are unsatisfactory. I argue further that the distinction should refer to the different ways the subject’s self-esteem is formed. A necessary requirement for shame is that the standards and values by which (...) the subject judges himself are borrowed from a canon of values the subject accepts as a given. The proper focus of shame is the fact of conformity to that canon. Those agents who have a different conception of self-esteem and who freely set and alter their own values are prone to self-disappointment, but not to shame. (shrink)

The concept of cultural safety offers a unique approach to nursing practice, based on recognition of the power differentials inherent in any interaction. It is from within the context of nursing in Aoteaoroa/New Zealand (A/NZ) that the concept developed and was subsequently integrated into nursing education. Cultural safety is based within a framework of biculturalism, and is congruent with the tenets of the nation's founding document, the Treaty of Waitangi. Clarification of the concept is offered, together with a review of (...) the historical shift in nursing attitudes that has led to the emergence of ‘cultural safety’ as a viable and valued component of nursing practice.The argument is made that cultural safety has allowed for a more reflective, critical understanding of the actions of nursing to develop. This includes recognition that nurses’ attitudes and values have inevitably been influenced by social and political forces, and as such are in part reflective of those within the wider community. Comparison between the support given by nurses in the early 1900s to the theory of eugenics and the current acceptance of cultural safety is used to highlight this point. An examination of the literature identifies that ideological and conceptual changes have occurred in the approach of A/NZ nurses to issues with cultural implications for practice. A review of background factors relating to Maori health status and the Treaty of Waitangi is presented as a necessary context to the overall discussion.The discussion concludes with an acknowledgement that while the rhetoric of cultural safety is now part of nursing culture in New Zealand, there is no firm evidence to evaluate its impact in practice. Issues identified as impacting on the ability to assess/research a concept, such as cultural safety, are discussed. For cultural safety to become recognised as a credible (and indispensable) tool, it is necessary to further examine the ‘end-point’ or ‘outcomes’ of the process. (shrink)

ABSTRACTThis article examines accounts of the moral basis of compensatory duties that explain such duties as the continuation, in some way, of the pre-wrong normative situation. I identify, contrast, and assess three versions of this view—duty continuity, right continuity, and reasons continuity. I argue that each version is defensible, once properly articulated. The article responds to a range of objections to these views that have not received much critical attention by their proponents.

Since van Fraassen first put forward the suggestive idea that many philosophical positions should be construed as ‘stances’ rather than factual beliefs, there have been various attempts to spell out precisely what a philosophical stance might be, and on what basis one should be adopted. In this paper I defend a particular account of stances, the view that they are pragmatically justified perspectives or ways of seeing the world, and compare it to some other accounts that have been offered. In (...) Sect. 2 I consider van Fraassen’s argument for construing empiricism as a stance, and look at some responses to it. In Sect. 3 I outline my conception of stances as perspectives or ways of seeing, and explain how stances so understood may be justified. I illustrate this conception by way of a discussion of the model pluralist position with respect to the units of selection debate in biology, and suggest that on the model pluralist view different perspectives on the units of selection, such as the gene’s eye view, are in fact van Fraassian stances. In Sect. 4 I discuss the view put forward by Teller and Chakravartty among others that stances should be understood as epistemic policies, and argue that it is consistent with the conception of stances as perspectives. In the final section I criticise Rowbottom’s attempt to assimilate stances to Kuhnian paradigms. I argue that he has overlooked some important disanalogies between stances and paradigms, so that the comparison obscures more than it reveals. (shrink)

This volume brings together a collection of essays on the history and philosophy of probability and statistics by one of the eminent scholars in these subjects. Written over the last fifteen years, they fall into three broad categories. The first deals with the use of symmetry arguments in inductive probability, in particular, their use in deriving rules of succession. The second group deals with four outstanding individuals who made lasting contributions to probability and statistics in very different ways: Frank Ramsey, (...) R. A. Fisher, Alan Turing, and Abraham de Moivre. The last group of essays deals with the problem of 'predicting the unpredictable' - making predictions when the range of possible outcomes is unknown in advance. The essays weave together the history and philosophy of these subjects and document the fascination that they have exercised for more than three centuries. (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'.

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)

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)

_The Philosophy of Action: An Anthology_ is an authoritative collection of key work by top scholars, arranged thematically and accompanied by expert introductions written by the editors. This unique collection brings together a selection of the most influential essays from the 1960s to the present day. An invaluable collection that brings together a selection of the most important classic and contemporary articles in philosophy of action, from the 1960’s to the present day No other broad-ranging and detailed coverage of this (...) kind currently exists in the field Each themed section opens with a synoptic introduction and includes a comprehensive further reading list to guide students Includes sections on action and agency, willing and trying, intention and intentional action, acting for a reason, the explanation of action, and free agency and responsibility Written and organised in a style that allows it to be used as a primary teaching resource in its own right. (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)

We propose an "explanation scheme" for why the Gibbs phase average technique in classical equilibrium statistical mechanics works. Our account emphasizes the importance of the Khinchin-Lanford dispersion theorems. We suggest that ergodicity does play a role, but not the one usually assigned to it.

I explore Mandeville’s account of moral judgement and its implications for the understanding of hypocrisy. According to Mandeville, we have a psychological need to like ourselves sufficiently, so as to carry on with our lives. Because our self-liking necessarily depends on the opinions others form of us, we are extraordinarily sensitive to praise and condemnation. The practice of moral judgement exploits this sensitivity. Hypocrisy is an intrinsic element of this practice.

Darwin in Argentina -- Conflicting Systems -- Francisco Javier Muniz (1795-1871) -- Hermann Burmeister (1807-1891) -- Francisco P. Moreno (1852-1919) -- Domingo F. Sarmiento (1811-1888) -- Eduardo Holmberg (1852-1937) -- Florentino Ameghino (1854-1911) -- Jose Ingenieros (1877-1925) -- Carlos Octavio Bunge (1875-1918).

The aim of this paper is to defend a novel characterization of epistemic luck. Helping myself to the notions of epistemic entitlement and adequate explanation, I propose that a true belief suffers from epistemic luck iff an adequate explanation of the fact that the belief acquired is true must appeal to propositions to which the subject herself is not epistemically entitled. The burden of the argument is to show that there is a plausible construal of the notions of epistemic entitlement (...) and adequate explanation on which the resulting characterization of epistemic luck, though admittedly programmatic, has several important virtues. It avoids difficulties which plague modal accounts of epistemic luck; it can explain the conflicting temptations one can feel in certain alleged cases of epistemic luck; it offers a novel account of the value of knowledge, without committing itself to any particular analysis of knowledge; and it illuminates the significance for epistemology of the phenomenon of epistemic luck itself. (shrink)

There are at least two different aspects of our rational evaluation of agents’ doxastic attitudes. First, we evaluate these attitudes according to whether they are supported by one’s evidence (substantive rationality). Second, we evaluate these attitudes according to how well they cohere with one another (structural rationality). In previous work, I’ve argued that substantive and structural rationality really are distinct, sui generis, kinds of rationality – call this view ‘dualism’, as opposed to ‘monism’, about rationality – by arguing that the (...) requirements of substantive and structural rationality can come into conflict. In this paper, I push the dialectic on this issue forward in two main ways. First, I argue that the most promising ways of resisting the diagnosis of my cases as conflicts still end up undermining monism in different ways. Second, supposing for the sake of argument that we should understand the cases as conflicts, I address the question of what we should do when such conflicts arise. I argue that, at least in a prominent kind of conflict case, the coherence requirements take precedence over the evidential requirements. (shrink)

What can nurse scientists learn from Rorty in the development of a philosophical foundation? Indeed, Rorty in his 1989 text entitled Contingency, Irony, and Solidarity tantalizes the reader with debates of reason 'against' philosophizing. Forget truth seeking; move on to what matters. Rorty would rather the 'high brow' thinking go to those that do the work in order to make the effort useful. Nursing as an applied science, has something real that is worth looking at, and that nurse researchers need (...) to think about. And as a profession built upon relationships, we should be thinking of the exchanges we have with those around us, of the contrasts in vocabularies used and of the contingencies involved, letting this launch us into our imaginings and areas of enquiry. The business of nurse researchers is to study what nurses do – how we care; Rorty would have us care. But, not to dismiss the reflective thinker as Rorty advocates for the self-doubting ironist to continue to seek the final vocabulary, the ideal of what 'this' means, accepting this as the best to be offered at the time. As a science struggling to find foundation, we need only to look at what we do and value – as antifoundational as Rorty portrays himself, Rorty 'ironically' may have revealed a foundation for nursing science that is consistent with its path. (shrink)

This paper has the aim of making Johannes von Kries’s masterpiece, Die Principien der Wahrscheinlichkeitsrechnung of 1886, a little more accessible to the modern reader in three modest ways: first, it discusses the historical background to the book ; next, it summarizes the basic elements of von Kries’s approach ; and finally, it examines the so-called “principle of cogent reason” with which von Kries’s name is often identified in the English literature.

This paper introduces an innovative curricular approach—the Health Humanities Portrait Approach —and its pedagogical tool—the Health Humanities Portrait. Both enable health professions learners to examine pressing social issues that shape, and are shaped by, experiences of health and illness. The Portrait Approach is grounded in a set of “critical portraiture” principles that foster humanities-driven analytical skills. The HHP’s architecture is distinctively framed around a pressing social theme and utilizes a first-person narrative and scholarship to explore how the dimensions of the (...) personal and the structural are mutually constituted. We argue that when creator-educators adopt the Portrait Approach and its critical portraiture principles to design and teach the HHP, they enable learners to become proficient in synthesizing and analyzing—with both depth and breadth—the human and social dimensions of patients’ lives. This inventive curricular intervention provides a needed contribution to health professions education in that it utilizes health humanities methodologies to elucidate the multiple aspects of health, illness, disability, and healthcare. (shrink)

L’espace parents dans la séparation ( eps ) de Mons (Belgique) est un dispositif d’accueil des parents en situation de séparation hautement conflictuelle. Le travail s’élabore autour de la réflexion commune avec les parents sur la qualité de la relation coparentale dans l’intérêt des enfants. Cet article vise à expliciter les processus et les outils utilisés dans le cadre de l’ eps. Après avoir développé les ancrages épistémologiques et le dispositif en lui-même, les auteurs proposent de montrer, au travers d’une (...) illustration clinique, les processus en place dans la construction de « l’équipe parentale ». (shrink)

Endre Begby’s Prejudice: A Study in Non-Ideal Epistemology engages a wide range of issues of enduring interest to epistemologists, applied ethicists, and anyone concerned with how knowledge and justice intersect. Topics include stereotypes and generics, evidence and epistemic justification, epistemic injustice, ethical-epistemic dilemmas, moral encroachment, and the relations between blame and accountability. Begby applies his views about these topics to an equally wide range of pressing social questions, such as conspiracy theories, misinformation, algorithmic bias, discrimination, and criminal justice. Through it (...) all, the book’s central thesis is that prejudices can be epistemically rational, a corrective against what Begby takes to be the received view that prejudices are always and everywhere bad. However, Begby’s arguments do not engage consistently with relevant empirical literatures, misrepresent the positions of his interlocutors, and rehearse ideas already well-established across a range of intellectual traditions. (shrink)