Often machine learning programs inherit social patterns reflected in their training data without any directed effort by programmers to include such biases. Computer scientists call this algorithmic bias. This paper explores the relationship between machine bias and human cognitive bias. In it, I argue similarities between algorithmic and cognitive biases indicate a disconcerting sense in which sources of bias emerge out of seemingly innocuous patterns of information processing. The emergent nature of this bias obscures the existence of the bias itself, (...) making it difficult to identify, mitigate, or evaluate using standard resources in epistemology and ethics. I demonstrate these points in the case of mitigation techniques by presenting what I call ‘the Proxy Problem’. One reason biases resist revision is that they rely on proxy attributes, seemingly innocuous attributes that correlate with socially-sensitive attributes, serving as proxies for the socially-sensitive attributes themselves. I argue that in both human and algorithmic domains, this problem presents a common dilemma for mitigation: attempts to discourage reliance on proxy attributes risk a tradeoff with judgement accuracy. This problem, I contend, admits of no purely algorithmic solution. (shrink)

What is a bias? Standard philosophical views of both implicit and explicit bias focus this question on the representations one harbours, for example, stereotypes or implicit attitudes, rather than the ways in which those representations are manipulated. I call this approach representationalism. In this paper, I argue that representationalism taken as a general theory of psychological social bias is a mistake, because it conceptualizes bias in ways that do not fully capture the phenomenon. Crucially, this view fails to capture a (...) heretofore neglected possibility of bias, one that influences an individual’s beliefs about or actions toward others, but is, nevertheless, nowhere represented in that individual’s cognitive repertoire. In place of representationalism, I develop a functional account of psychological social bias which characterizes it as a mental entity that takes propositional mental states as inputs and returns propositional mental states as outputs in a way that instantiates social-kind inductions. This functional characterization leaves open which mental states and processes bridge the gap between the inputs and outputs, ultimately highlighting the diversity of candidates that can serve this role. (shrink)

As inductive decision-making procedures, the inferences made by machine learning programs are subject to underdetermination by evidence and bear inductive risk. One strategy for overcoming these challenges is guided by a presumption in philosophy of science that inductive inferences can and should be value-free. Applied to machine learning programs, the strategy assumes that the influence of values is restricted to data and decision outcomes, thereby omitting internal value-laden design choice points. In this paper, I apply arguments from feminist philosophy of (...) science to machine learning programs to make the case that the resources required to respond to these inductive challenges render critical aspects of their design constitutively value-laden. I demonstrate these points specifically in the case of recidivism algorithms, arguing that contemporary debates concerning fairness in criminal justice risk-assessment programs are best understood as iterations of traditional arguments from inductive risk and demarcation, and thereby establish the value-laden nature of automated decision-making programs. Finally, in light of these points, I address opportunities for relocating the value-free ideal in machine learning and the limitations that accompany them. (shrink)

The possibilities of unconscious perception and unconscious bias prompt parallel debates about unconscious mental content. This chapter argues that claims within these debates alleging the existence of unconscious content are made fraught by ambiguity and confusion with respect to the two central concepts they involve: consciousness and content. Borrowing conceptual resources from the debate about unconscious perception, the chapter distills the two conceptual puzzles concerning each of these notions and establishes philosophical strategies for their resolution. It then argues that empirical (...) evidence for unconscious bias falls victim to these same puzzles, but that progress can be made by adopting similar philosophical strategies. Throughout, the chapter highlights paths forward in both debates, illustrates how they serve as fruitful domains in which to study the relationship between philosophy and empirical science, and uses their combined study to further understanding of a general theory of unconscious content. (shrink)

I argue that there exists a natural kind social bias that subsumes seemingly heterogenous cases of implicit bias and other forms of social cognition. I explore the implications of this explicated notion of bias for the organization of the mind, theories of consciousness, and the system-dependence of biases.

You might think a simple “No” would suffice as an answer. But there are features of Kant’s ethics that appear to be strikingly similar to virtue oriented views, so striking that some Kantians themselves have argued that Kant’s ethics in fact shares these features with virtue ethics. In what follows, I will argue against this view, though along the way I will acknowledge the features of Kant’s view that make it appear more like a kind of virtue ethics than it (...) really is. My plan is to first set out the distinctive features of what is nowadays called “virtue ethics”, those features that make it a genuine alternative to other normative theories. I then consider the features Kant’s view might share in common with virtue ethics and the case for saying that it is, therefore, fundamentally the same sort of theory. I follow these two sections with an argument against this position. I want to warn you at the outset, however, that my argument itself will be quite unsurprising, since it is an argument that has been central to the way in which most philosophers have understood Kant’s ethics. Any novelty I can claim here is in my account of what makes virtue ethics a genuine alternative to other normative theories, and my defense of this argument against those, in particular Barbara Herman, who have apparently found the argument unpersuasive. (shrink)

A new translation and edition of Aristotle's Protrepticus (with critical comments on the fragments) -/- Welcome -/- The Protrepticus was an early work of Aristotle, written while he was still a member of Plato's Academy, but it soon became one of the most famous works in the whole history of philosophy. Unfortunately it was not directly copied in the middle ages and so did not survive in its own manuscript tradition. But substantial fragments of it have been preserved in several (...) works by Iamblichus of Chalcis, a third century A.D. neo-Pythagorean philosopher and educator. On the basis of a close study of Iamblichus' extensive use and excerption of Aristotle's Protrepticus, it is possible to reconstruct the backbone of the lost work, and then to flesh it out with the other surviving reports about the work from antiquity (for example in Alexander of Aphrodisias and other ancient commentators on Aristotle). It is also possible to identify several papyrus fragments of the work, and many references and literary allusions in later authors, especially Cicero, whose own lost dialogue Hortensius was a defense of philosophy modeleld on Aristotle's. (shrink)

Marina Sbisà’s remarks on illocutionary pluralism suggest but do not constitute a full-blown theory. In this chapter I discuss two different attempts to build on those remarks. The first, illocutionary relativism, is my own attempt to develop the ideas presented in Sbisà’s remarks. The second, from Marcin Lewiński, differs in important ways. I then briefly compare these two varieties of illocutionary pluralism.

Is it ethical to treat a death row inmate only to stabilize him or her for eventual execution? What happens when a military provider receives highly sensitive intelligence from a client?

This book uses the framework of care ethics to articulate a novel theory of our epistemic obligations to one another. It presents an original way to understand our epistemic vulnerabilities, our obligations in education, and our care-duties toward others with whom we stand in epistemically vulnerable relationships. As embodied and socially interdependent knowers, we have obligations to one another that are generated by our ability to care-that is to meet each other's epistemic vulnerabilities. The author begins the book by arguing (...) that the same motivations that moved social epistemologists away from individualistic epistemology should motivate a move to a care-based theory. The following chapters outline our epistemic care-duties to vulnerable agents, and offer criteria of epistemic goodness for communities of inquiry. Finally, the author discusses the tension between epistemic care and epistemic paternalism. Epistemic Care will be of interest to scholars and advanced students working in social epistemology, ethics, feminist philosophy, and philosophy of education. (shrink)

El presente artículo propone indagar el problema de nuestra ubicación espacial en términos existenciales. Para ello atenderemos a las consideraciones del espacio planteadas en la analítica del Dasein de Martin Heidegger, destacando un carácter de concernimiento según el cual el existir se despliega en cuanto relación ocupada con el mundo. Atendiendo a las descripciones de Oskar Becker, se planteará la pregunta si acaso una inclusión del fenómeno del cuerpo puede contribuir a una comprensión de nuestro particular «hallarnos en un lugar». (...) Una respuesta será esbozada realizando una caracterización de las cualidades sensibles en términos de un exhortativo «hablar de ellas mismas» y planteando nuestro ser cuerpo como posibilidad de escuchar la exhortación de las cosas singulares. Así, estableciendo una íntima unidad entre ubicación espacial, exhortación de las cualidades sensibles y el cuerpo como posibilidad de dejarse vivir en ellas, intentaremos ir más allá de los índices heideggerianos para proponer una comprensión concreta de nuestra posibilidad existencial de ocupar espacios. (shrink)

'Since the middle of the twentieth century,' writes Elizabeth Johnson, 'there has been a renaissance of new insights into God in the Christian tradition. On different continents, under pressure from historical events and social conditions, people of faith have glimpsed the living God in fresh ways. It is not that a wholly different God is discovered from the One believed in by previous generations. Christian faith does not believe in a new God but, finding itself in new situations, seeks (...) the presence of God there. Aspects long-forgotten are brought into new relationships with current events, and the depths of divine compassion are appreciated in ways not previously imagined.' This book sets out the fruit of these discoveries. The first chapter describes Johnson's point of departure and the rules of engagement, with each succeeding chapter distilling a discrete idea of God. Featured are transcendental, political, liberation, feminist, black, Hispanic, interreligious, and ecological theologies, ending with the particular Christian idea of the one God as Trinity. >. (shrink)

Philosophy and Phenomenological Research, EarlyView.

Much recent work on Kant's argument that the Categorical Imperative is the fundamental principle of morality has focused on the gap in that argument between the conclusion that rational agents conform to laws that apply to every rational agent, and the requirement contained in the Universal Law of Nature formula.1 While it seems plausible – even trivial– that a rational agent, insofar as she is a rational agent, conforms to whatever laws there are that are valid for all rational agents, (...) there does not appear to be any obvious route from this seemingly trivial claim to the controversial and substantive principle of acting only on maxims that one can at the same time rationally will every rational agent to act on.2 In what follows, I argue that the connection between rational agency and mere conformity to universally valid laws is not as trivial as it may seem. Many readers, I suspect, assume that Kant makes the trivial claim about rational agency because rational agency is rational, and being rational requires conforming to those laws that apply to all rational beings. For instance, this assumption is implicit in Onora O'Neill claim that "the interest of a Kantian universality test is that it aims to ground an ethical theory on notions of consistency and rationality rather than upon considerations of desire and preference."3 But, as I contend in what follows, the requirement to conform to laws valid for all rational agents is based on the fact that rational agency is, not rational, but agency. Indeed, the arguments leading to the first formulation of the Categorical Imperative rely on the idea of rational willing as a kind of causation in order to show this. And, as it turns out, the claim that the concept of causation contains the idea of conformity to universally valid laws is not a trivial claim. (shrink)

Midnight Mass (created by Mike Flanagan) is a Netflix limited series about a small fishing community on Crockett Island and the small Catholic Church that serves as the core of its religious life. A young priest takes over the parish, only to eventually be revealed as the elderly priest who spent his life running it – returned to youth by a creature that he thinks is an angel. He tries to do good for both God and islanders by having his (...) churchgoers drink the creature’s blood – thus healing and making them young again – only for Crockett Island, in the end, to turn into a fiery bloodbath. Not at all a “jump scare” kind of “vampire” series, Midnight Mass is cerebral and deep and – I will argue – serves as an argument for atheism. Not only is the problem of evil articulated, but arguments are presented against belief in miracles, the supernatural, and the afterlife. To boot, it explains away religious belief and endorses the idea that religious faith is dangerous. Each of these arguments will be explored in turn. (shrink)

Richard Swinburne is without doubt one of the most powerful forces to reckon with in contemporary Philosophy of Religion. Whenever his name is mentioned, what immediately comes to mind is his declared philosophical project of rigorously defending the rationality of the Christian faith. This work attempts to streamline Swinburne's thought on the reasonableness of the Christian faith and to illuminate a good understanding of his arguments in its favour. Moreover, summoning his claims to the tribunal of reason, it considers the (...) plausibility of his arguments to see whether Swinburne has really achieved for the Christian faith the type of rational demonstration he envisaged."--Page 4 of cover. (shrink)

This paper argues that if motivation by rightness de re is praiseworthy, then so is motivation by rightness de dicto. I argue that these two types of moral motivation have been unfairly compared, in light of a widespread failure to appreciate the structural similarities between them. These structural similarities become clear when we think more carefully about the nature of motivation and about moral metaphysics. I then argue that the two types of moral motivation are on a par by discussing (...) a series of minimal pairs. I argue that in good cases, in which the agent succeeds in doing what she is motivated to do, both motivations seem praiseworthy, and that bad cases, in which the agent fails, arise for motivation by rightness de re in precisely the same way as they do for motivation by rightness de dicto. I then offer a way to evaluate the unsuccessful agents, according to which someone's motivations can still be praiseworthy even if her actions and moral beliefs are both blameworthy, and someone can have certain praiseworthy motivations while lacking others. On my view, most of us are deeply flawed agents who nonetheless have some redeeming features—including our moral motivations. (shrink)

Dr. Martin Luther King Jr.’s theology and rights-based activism remain highly relevant in a constitutional democracy. However, King’s use of human dignity in his early sermons as an extension of political rights faces serious challenges from Black leftist political writers and the Black Lives Matter movement. At issue is the extent to which human dignity should be examined as a distinct political, aesthetic, and moral category that must be explored and embraced more explicitly and wholeheartedly in Black politics and political (...) theory. Bracketing human dignity inside the category of political rights, which King often did in his early writings, undermines the comprehensive nature of antiblack racism and limits the scope and range of questions and resources we might employ to address the social ontology of Blackness. A sustained attention to human dignity provides an opportunity for new scholarly direction in the study of Black politics and political thought by expanding the boundaries of the political and creating space for morality and Black religion in the political (leftist) imaginary. (shrink)

When people use a resource without a co-ordinated plan the result is often a tragedy of the commons in which the resource is depleted. Many environmental resources display the characteristics of a developing tragedy of the commons. Many believe that each person is ethically obligated to reduce use of the commons to the sustainable level. I argue that this is mistaken. In a tragedy of the commons there is no reasonable expectation that individual, voluntary action will succeed. Our obligation is (...) not fruitlessly to reduce individual use, but to support a collective agreement to reduce everyone's use to the sustainable level. (shrink)

During the last few decades, most cultural critics have come to agree that the division between "high" and "low" art is an artificial one, that Beethoven's Ninth and "Blue Suede Shoes" are equally valuable as cultural texts. In Who Needs Classical Music?, Julian Johnson challenges these assumptions about the relativism of cultural judgements. The author maintains that music is more than just "a matter of taste": while some music provides entertainment, or serves as background noise, other music claims to (...) function as art. This book considers the value of classical music in contemporary society, arguing that it remains distinctive because it works in quite different ways to most of the other music that surrounds us. This intellectually sophisticated yet accessible book offers a new and balanced defense of the specific values of classical music in contemporary culture. Who Needs Classical Music? will stimulate readers to reflect on their own investment (or lack of it) in music and art of all kinds. (shrink)

The practice of clinical medicine is inextricably linked with the need for moral values and ethical principles. The study of medical ethics is, therefore, rightly assuming an increasingly significant place in undergraduate and postgraduate medical courses and in allied health curricula. Making Sense of Medical Ethics offers a no-nonsense introduction to the principles of medical ethics, as applied to the everyday care of patients, the development of novel therapies and the undertaking of pioneering basic medical research. Written from a practical (...) rather than a philosophical perspective, the authors call upon their extensive experience of clinical practice, research and teaching to illustrate how ethical principles can be applied in different "real-life" situations. Making Sense of Medical Ethics encourages readers to understand the principles of medical ethics as they apply to clinical practice; explore and evaluate common misconceptions; consider the ethics underlying any medical decision; and as a result, to realize that a good appreciation of medical ethics will help them to practice more effectively in the future. (shrink)

Why me? -- Sticks and stones -- Hammer of God -- God is great -- The problem of atheists -- Guardian angels -- Nations under God -- God knows.

It is standard to attribute to Kant the view that actions from motives other than duty deserve no positive moral evaluation. I argue that the standard view is mistaken. Kant's account of merit in the Metaphysics of Morals shows that he believes actions not performed from duty can be meritorious. Moreover, the grounds for attributing merit to an action are different from those for attributing moral worth to it. This is significant because it shows both that his views are reasonably (...) consistent with our ordinary views, and that he recognized a variety of purposes in evaluating actions, many of which are not furthered by determining whether they were motivated by duty. (shrink)

Compositionality Compositionality is a concept in the philosophy of language. A symbolic system is compositional if the meaning of every complex expression E in that system depends on, and depends only on, E’s syntactic structure and the meanings of E’s simple parts. If a language is compositional, then the meaning of a sentence … Continue reading Compositionality →.

The now-classic Metaphors We Live By changed our understanding of metaphor and its role in language and the mind. Metaphor, the authors explain, is a fundamental mechanism of mind, one that allows us to use what we know about our physical and social experience to provide understanding of countless other subjects. Because such metaphors structure our most basic understandings of our experience, they are "metaphors we live by"--metaphors that can shape our perceptions and actions without our ever noticing them. In (...) this updated edition of Lakoff and Johnson's influential book, the authors supply an afterword surveying how their theory of metaphor has developed within the cognitive sciences to become central to the contemporary understanding of how we think and how we express our thoughts in language. (shrink)

Moving effortlessly between symbolist poetry and Barbie dolls, artificial intelligence and Kleist, Kant, and Winnicott, Barbara Johnson not only clarifies ...

In this chapter we consider the theories of embodied cognition and extended mind with respect to the human ability to engage in numerical cognition. Such an enquiry requires first distinguishing between our innate number sense and the sort of numerical reasoning that is unique to humans. We provide anthropological and linguistic research to defend the thesis that places the body at the center of our development of numerical reasoning. We then draw on archaeological research to suggest a rough date for (...) when ancient humans first were able to represent numerical information beyond the body and in enduring material artifacts. We conclude by briefly describing how these capacities for embodied and extended numerical cognition shaped our world. (shrink)

My thesis is that moral ignorance does not imply a failure to care adequately about what is in fact morally significant. I offer three cases: one in which someone is ignorant of the precise nature of what she cares about; one in which someone does not reflect on the significance of what she cares about in a particular set of circumstances, and one in which someone cares deeply about two morally significant considerations while being mistaken about their relative significance. I (...) argue that these agents all clearly care at least “adequately” about everything morally significant, including the very considerations that in fact make their acts wrong. This creates theoretical room for a way of thinking about culpable moral ignorance that respects the key concerns of those in the voluntarist tradition who have held that moral ignorance is typically blameless, within an approach to thinking about moral responsibility according to which we are blameworthy for that which manifests poor quality of will; caring adequately does not require moral omniscience, but motivated moral ignorance and moral ignorance that reflects indifference to things that matter morally are still blameworthy. My thesis also suggests a fruitful change of direction for quality-of-will theorists: we should articulate the nature and structure of the standards for adequate caring, i.e. those that specify what it is to care “adequately”. I close by offering an initial proposal as to what these standards might look like and identifying four promising avenues for further research on this topic. (shrink)

ABSTRACT Most American engineers believe that they have a responsibility for the safety and well‐being of society, but whence does this responsibility arise? What does it entail? After describing engineering practice in America as compared with the practice of other professions, this paper examines two standard types of accounts of the social responsibilities of professionals. While neither provides a satisfactory account of the social responsibilities of American engineers, several lessons are learned by uncovering their weaknesses. Identifying the framework in which (...) professional rights and responsibilities are justified, I argue that an end or primary good is the starting place for conceptualizing a profession, and justifying its existence and shape. Too little attention has been paid to the end(s) of engineering. The social responsibilities of American engineers as defined in the present system of engineering are ambiguous and weak. I indicate how the case for assigning American engineers stronger social responsibilities must be made by starting with the end(s) of engineering. I argue that, at present, American engineers do not have social responsibilities as engineers, though they do have social responsibilities as persons. (shrink)

The late twentieth and early twenty-first centuries have seen the rise of a new phenomenon - online ordination. It can be accepted that much of this burgeoning industry is a financial scam, but is that the whole story? The very existence of online ordination raises questions. Why do people feel the need for a “minister” to officiate at weddings? If they are sufficiently estranged from the religious sphere that no bona fide minister of religion will marry them, and if secular (...) alternatives are readily available, why make use of this service? This article presents an overview and typology of online ordination services and places them in the context of the development of religion in contemporary society, and the development of society itself. (shrink)

Routinization is a term invented by Max Weber to describe events after the death of a charismatic religious leader. It has become widely used in the humanities in a variety of contexts. The death of the historical Buddha produced the first known instance of extreme routinization, in which the charisma of the founder is transmuted into a system of teachings that are themselves invested with authority, quite separate from the charisma of any individual within that tradition. This article examines the (...) Sāmagāmasutta and the Gopaka-Mogallānasutta, two texts from the Majjhima Nikāya. These texts, when read together, show us just how the Buddha prepared the way for the extreme routinization that would take place in the community, and how the early Buddhist monks reacted to this. In the Sāmagāmasutta, the Buddha prepares for the power vacuum after his own death by setting up procedures by which the monks will be able to govern themselves without relying on a single charismatic leader. The Gopaka-Mogallānasutta describes events after the Buddha’s death and indicates that the Buddha’s instructions had been followed faithfully. Taken together, these two obscure texts frame the far more famous Mahāparinibbānasutta and provide it with valuable context. This discussion is followed by a consideration of how Buddhism ended up reverting to more conventional patterns of routinization as it expanded. (shrink)

Is it ethical to treat a death row inmate only to stabilize him or her for eventual execution? What happens when a military provider receives highly sensitive intelligence from a client? How can clinicians refuse costly gifts from clients without damaging the therapeutic relationship? Should a therapist disclose a client's suicidal intent to the authorities? In Ethical Conundrums, Quandaries and Predicaments in Mental Health Practice, these and other real-life scenarios constitute a comprehensive and definitive ethics casebook for mental health professionals. (...) Inspired by the many difficult situations they themselves have faced, an eminent group of accomplished mental health clinicians provide first-hand accounts of ethical problems that defy boilerplate solutions. Each chapter begins with a compelling and ethically complex case followed by an illustrative yet succinct analysis of the key ethical issues present and a personal reflection on the case itself, along with the process of ethical reasoning used to arrive at a final decision. Every case concludes with key recommendations for promoting ethical practice within an often challenging work setting. Highlighting the human aspect of ethics in mental health practice through the use of mesmerizing narratives while also provoking the reader to reflect upon what is the "right" thing to do, Ethical Conundrums, Quandaries and Predicaments in Mental Health Practice offers trainees and seasoned professionals alike invaluable informative models for dealing with ethical dilemmas, as well as the inspiration to confront seemingly insurmountable clinical problems. (shrink)

Offers a robust, full-orbed theology of beauty, showing how it has functioned as a theological concept from biblical times to the present day.

A semantics is presented for Storrs McCall's separate axiomatizations of Aristotle's accepted and rejected polysyllogisms. The polysyllogisms under discussion are made up of either assertoric or apodeictic propositions. The semantics is given by associating a property with a pair of sets: one set consists of things having the property essentially and the other of things having it accidentally. A completeness proof and a semantic decision procedure are given.

Patterned after Strunk and White's classic The Elements of Style , this handy reference concisely summarizes the substantial existing research on the delicate balance of professional ethics. Johnson and Ridley reduce the wealth of published material on the topic to the seventy-five most important and pithy truths for supervisors in all fields. These explore questions of integrity, loyalty, justice, respect, and delivering one's best in the business environment. Succinct and comprehensive, this is a must-have for any professional or business (...) leader striving to create an ethical workplace. (shrink)

Three visual habituation studies using abstract animations tested the claim that infants’ attachment behavior in the Strange Situation procedure corresponds to their expectations about caregiver–infant interactions. Three unique patterns of expectations were revealed. Securely attached infants expected infants to seek comfort from caregivers and expected caregivers to provide comfort. Insecure-resistant infants not only expected infants to seek comfort from caregivers but also expected caregivers to withhold comfort. Insecure-avoidant infants expected infants to avoid seeking comfort from caregivers and expected caregivers to (...) withhold comfort. These data support Bowlby’s (1958) original claims—that infants form internal working models of attachment that are expressed in infants’ own behavior. (shrink)

The monumental works of Bertrand Russell and Louis Couturat have set a firm pattern of interpretation which many follow in their approach to the Philosophy of Leibniz. In the Preface to the second edition of The Philosophy of Leibniz , Russell reaffirms his contention that “Leibniz’s philosophy was almost entirely derived from his logic”. He welcomes the support provided in Couturat’s La Logique de Leibniz . Russell remarks “No candid reader—can doubt that Leibniz’s metaphysic was derived by him from the (...) subject-predicate logic. This appears, for example, from the paper ‘Primae Veritates’ where all the main doctrines of the Monadology are deduced, with terse logical rigor from the premises; ‘Always therefore the predicate or consequent adheres in the subject or antecedent, and in this fact consists the nature of truth in general—But this is true in every affirmative truth, universal or singular, necessary or contingent’.” Referring further to Couturat, he points out that in his book the “Principle of Sufficient Reason” and “The Identity of Indiscernibles” are “expressly deduced—from the analytic character of all true propositions”. In short, Russell is contending that in formulating his metaphysics Leibniz used the rigorous methods of deductive logic and employed “models” drawn from logic to construct his “picture of reality”, i.e. his metaphysics. (shrink)