Decision-making assisted by algorithms developed by machine learning is increasingly determining our lives. Unfortunately, full opacity about the process is the norm. Would transparency contribute to restoring accountability for such systems as is often maintained? Several objections to full transparency are examined: the loss of privacy when datasets become public, the perverse effects of disclosure of the very algorithms themselves (“gaming the system” in particular), the potential loss of companies’ competitive edge, and the limited gains in answerability to be expected (...) since sophisticated algorithms usually are inherently opaque. It is concluded that, at least presently, full transparency for oversight bodies alone is the only feasible option; extending it to the public at large is normally not advisable. Moreover, it is argued that algorithmic decisions preferably should become more understandable; to that effect, the models of machine learning to be employed should either be interpreted ex post or be interpretable by design ex ante. (shrink)

In this paper I will set out my understanding of Bas van Fraassen’s constructive empiricism, some of the difficulties which I believe beset the current version, and, very briefly, some valuable lessons I believe are nonetheless to be learned by considering this view.We’ll need to begin with a review of how van Fraassen conceives of this kind of discussion.

Several philosophers and psychologists have argued that evidence of moral framing effects shows that many of our moral judgments are unreliable. However, all previous empirical work on moral framing effects has used between-subject experimental designs. We argue that between-subject designs alone do not allow us to accurately estimate the extent of moral framing effects or to properly evaluate the case from framing effects against the reliability of our moral judgments. To do better, we report results of our new within-subject study (...) on four types of moral framing effects, and we discuss the implications of our findings for the reliability of moral judgments. Overall, our results strengthen the evidence from moral framing effects against the reliability of some of our moral judgments. (shrink)

This study examines the effects of demographic characteristics on ethical perceptions. While earlier research has produced conflicting results regarding the predictive power of these variables, significant and definite insights were obtained with proper controls. The following predictors of ethical attitudes are examined: age, gender, marital status, education, dependent children status, region of the country and years in business, while controlling for job status. A nation-wide random sample of employees was used in obtaining a response rate of fifty-three percent (total n (...) of 423). Indices of aspects of business ethical attitudes were constructed using factor analysis. Linear multiple regression analysis indicated the significant predictive variables. Age was found to be a most-significant predictor. Older workers had stricter interpretations of ethical standards. Gender and region predicted attitudes about job-discrimination practices only, with women and persons from the Midwest most strongly opposed to the practice. All the other variables proved to be unreliable ethics predictors. (shrink)

What Numbers Could Not Be’) that an adequate account of the numbers and our arithmetic practice must satisfy not only the conditions usually recognized to be necessary: (a) identify some w-sequence as the numbers, and (b) correctly characterize the cardinality relation that relates a set to a member of that sequence as its cardinal number—it must also satisfy a third condition: the ‘<’ of the sequence must be recursive. This paper argues that adding this further condition was a mistake—any w-sequence (...) would do, no matter how undecidable its ‘<’ relation. (shrink)

A framework is presented for studying ethical conduct in public accounting practice. Four levels of analysis are distinguished: individual, local office, multi-office firm and professional institute. Several propositions are derived from the framework and discussed: (1) The effects of ethical vs. unethical behavior on an accountant's prospects for advancement are asymmetrical in nature; (2) the way individuals perceive or frame the decision problem at hand will make an ethical response more or less likely; (3) the economic incentives present in competitive (...) markets influence the work goals of firms and offices, and lead to ethical dilemmas for individuals; and (4) initiatives at the firm or institute level aimed at compliance with professional ethical standards will by themselves have little effect on individual ethical behavior. Research into ethical behavior of practitioners will capture self-conscious and biased responses unless it is designed so as to permit indirect observation and recording of spontaneous comments. To assure valid research findings, practitioners should be interviewed and their motives assessed indirectly. A longitudinal approach is recommended, beginning with students who are choosing an accounting career. Two types of questions for use in these interviews are described. (shrink)

Für Natorp selbst stand seine Arbeit an Plato in unmittelbarem Zusammenhang mit der Arbeit an seiner eigenen Philosophie; sosehr sein großes Buch sich als Hinführung zu Plato verstand, sosehr bildet die Ausarbeitung von Platos Ideenlehre auch einen originären Teil der Philosophie Paul Natorps. Die Sonderausgabe dieses Standardwerkes zur Philosophie Platons bietet den Text nach der zweiten Auflage von 1921.

Human-extended machine cognition is a specific form of artificial intelligence in which the casually-active physical vehicles of machine-based cognitive states and processes include one or more human agents. Human-extended machine cognition is thus a specific form of extended cognition that sees human agents as constituent parts of the physical fabric that realizes machine-based cognitive capabilities. This idea is important, not just because of its impact on current philosophical debates about the extended character of human cognition, but also because it helps (...) to focus scientific attention on the potential role of the human social environment in realizing novel forms of artificial intelligence. The present paper provides an overview of human-extended machine cognition and situates the concept within the broader theoretical framework of active externalism. The paper additionally shows how the concept of human-extended machine cognition can be applied to existing forms of human–machine interaction, especially those that occur in the context of the contemporary Internet and Web. (shrink)

Educational research is dominated by a particular model: data is gathered and analysed. Much literature on methods concerns either ways of processing data, or ethical issues regarding its collection and handling. The present paper looks beyond these matters to the taken‐for‐granted idea of data itself. What can be meant by ‘data’? How does this connect with ideas of the given? What is the place of giving in education—in teaching and learning, in research itself? These issues are explored in the light (...) of information technology’s impact on research, uncovering ethical dimensions that the seeming naturalness of data otherwise obscures. (shrink)

COVID-19 continues to dominate 2020 and is likely to be a feature of our lives for some time to come. Given this, how should health systems respond ethically to the persistent challenges of responding to the ongoing impact of the pandemic? Relatedly, what ethical values should underpin the resetting of health services after the initial wave, knowing that local spikes and further waves now seem inevitable? In this editorial, we outline some of the ethical challenges confronting those running health services (...) as they try to resume non-COVID-related services, and the downstream ethical implications these have for healthcare professionals’ day-to-day decision making. This is a phase of recovery, resumption and renewal; a form of reset for health services.1 This reset phase will define the ‘new normal' for healthcare delivery, and it offers an opportunity to reimagine and change services for the better. There are difficulties, however, healthcare systems are already weakened by austerity and the first wave of COVID-19 and remain under stress as the pandemic continues. The reset period is operating alongside, rather than at the end, of the pandemic and this creates difficult ethical choices. ### Balancing the greater good with individual care Pandemics—and public health emergencies more generally—reinforce approaches to ethics that emphasise or derive from the interests of communities, rather than those grounded in the claims of the autonomous individual. The response has been to draw on more public health focused ethics, ‘if demand outstrips the ability to deliver to existing standards, more strictly utilitarian considerations will have to be applied, and decisions about how to meet the individual's need will give way to decisions about how to maximise overall benefit’.2 Alongside this, effective …. (shrink)

This chapter contains section titled: A radical proposal Some history Why our conception of equal opportunity changes Racism and the costs of unequal opportunity The social context of political philosophy Contributive justice Race and opportunity.

Giordano Bruno Giordano Bruno was an Italian philosopher of the later Renaissance whose writings encompassed the ongoing traditions, intentions, and achievements of his times and transmitted them into early modernity. Taking up the medieval practice of the art of memory and of formal logic, he focused on the creativity of the human mind. Bruno … Continue reading Giordano Bruno →.

A philosophical account of risk, such as this book provides, states what risk is, which attitudes to it are rational, and which acts affecting risks are rational. Attention to the nature of risk reveals two types of risk, first, a chance of a bad event, and, second, an act’s risk in the sense of the volatility of its possible outcomes. The distinction is normatively significant because different general principles of rationality govern attitudes to these two types of risk. Rationality strictly (...) regulates attitudes to the chance of a bad event and is more permissive about attitudes to an act’s risk. Principles of rationality governing attitudes to risk also justify evaluating an act according to its expected utility given that the act’s risk, if any, belongs to every possible outcome of the act. For a rational ideal agent, the expected utilities of the acts available in a decision problem explain the agent’s preferences among the acts. Maximizing expected utility is just following preferences among the acts. This view takes an act’s expected utility, not just as a feature of a representation of preferences among acts, but also as a factor in the explanation of preferences among acts. The view extends to evaluations of combination of acts, either simultaneous or in a sequence. It takes account of an agent’s attitudes to an act’s risk without weakening the standard of expected-utility maximization. The book’s theory of risk also grounds a justification of the risk-return evaluation of investments that finance advances, and a generalized version of this type of evaluation that a professional may use to advise clients about risks and that a government regulatory agency may use to make decisions about risks on behalf of the public. (shrink)

Non-reductive Physicalism together with environment-dependence of content has been thought to be incompatible with the claim that beliefs are efficacious partly in virtue of their possession of content, that is, in virtue of their intentional properties. I argue that this is not so. First, I provide a general account of property causation. Then, I explain how, even given the truth of Non-reductive Physicalism and the environment-dependence of content, intentional properties will be efficacious according to this account. I go on to (...) relate my discussion to that concerning whether Anomalous Monism is committed to epiphenomenalism. I close by considering how my proposal suggests we should conceive of different levels of causation in a layered world. (shrink)

1. Does Hegel’s The Science of Logic (Hegel 2010) have any relation to or relevance for what is now known as ‘the science of logic’? Here a negative answer is as likely to be endorsed by many conte...

RÉSUMÉDans cet article, je soutiens que le « manifeste du processus » de John Dupré et Daniel Nicholson est ironiquement plus sympathique à la métaphysique descriptive qu’à la métaphysique révisionniste. En me concentrant sur leur argument selon lequel toute philosophie du processus glisse automatiquement dans l'obscurantisme Whiteheadien lorsqu'elle ne se contente pas de révéler seulement les caractéristiques problématiques du langage ordinaire, je soutiens que leur position dissimule un espace logique dans lequel la métaphysique révisionniste s'articule sans aucun obscurantisme Whiteheadien et (...) n'implique aucun apauvrissement de l'orientation critique/révisionniste. Je soutiens que les caractéristiques clés des ontologies sociales critiques respectives de Judith Butler et Talia Mae Bettcher occupent un tel espace logique. (shrink)

[1] Philosophical arguments for the finitude of the past -- [2] Scientific evidence for the beginning of the universe.

This volume presents introductory chapters from internationally-renowned experts on eleven of Leibniz's key philosophical writings. Offering accessible accounts of the ideas and arguments of his work, along with information on their composition and context, this book is an invaluable companion to the study of Leibniz.

This paper naturalizes inductive inference by showing how scientific knowledge of real mechanisms provides large benefits to it. I show how knowledge about mechanisms contributes to generalization, inference to the best explanation, causal inference, and reasoning with probabilities. Generalization from some A are B to all A are B is more plausible when a mechanism connects A to B. Inference to the best explanation is strengthened when the explanations are mechanistic and when explanatory hypotheses are themselves mechanistically explained. Causal inference (...) in medical explanation, counterfactual reasoning, and analogy also benefit from mechanistic connections. Mechanisms also help with problems concerning the interpretation, availability, and computation of probabilities. (shrink)

Franklin G. Miller and colleagues have stimulated renewed interest in research ethics through their work criticizing clinical equipoise. Over three years and some twenty articles, they have also worked to articulate a positive alternative view on norms governing the conduct of clinical research. Shared presuppositions underlie the positive and critical dimensions of Miller and colleagues' work. However, recognizing that constructive contributions to the field ought to enjoy priority, we presently scrutinize the constructive dimension of their work. We argue that it (...) is wanting in several respects. (shrink)

This paper examines a nonreductive supervenience relation central to a philosophically popular version of nonreductive physicalism inspired by Donald Davidson. The paper argues that this global supervenience relation faces a serious epistemological problem that blocks its being superior to weaker, less general supervenience relations.

A scholastic-Cartesian schema faithfully maps ordinary, effective ways of dealing with intentionality; yet its apparent incoherence provokes philosophers into opting for one of two stances, 'Cartesian' or 'direct realist', seemingly incompatible, yet each seem in accord with ordinary thought. A wide range of canonical and current theories, realist, idealist and hybrid, essentially involve one option or the other. We should instead consider why the language of intentionality, with its apparent anomalies, works so well. Released from the obligation to opt for (...) one stance over the other, we can identify a robust realism different in kind from anything currently on offer. (shrink)

Mysticism and Guilt-Consciousness in Schelling's Philosophical Development was Paul Tillich's 1912 dissertation for the licentiate in theology from the University of Halle. He published it the same year and it reappears in the first volume of Tillich's collected works in German.