Machine learning algorithms pervade contemporary society. They are integral to social institutions, inform processes of governance, and animate the mundane technologies of daily life. Consistently, the outcomes of machine learning reflect, reproduce, and amplify structural inequalities. The field of fair machine learning has emerged in response, developing mathematical techniques that increase fairness based on anti-classification, classification parity, and calibration standards. In practice, these computational correctives invariably fall short, operating from an algorithmic idealism that does not, and cannot, address systemic, Intersectional (...) stratifications. Taking present fair machine learning methods as our point of departure, we suggest instead the notion and practice of algorithmic reparation. Rooted in theories of Intersectionality, reparative algorithms name, unmask, and undo allocative and representational harms as they materialize in sociotechnical form. We propose algorithmic reparation as a foundation for building, evaluating, adjusting, and when necessary, omitting and eradicating machine learning systems. (shrink)

Michael W. Fox, the respected Vice President of the Humane Society of the United States, here looks at the biogenetic controversy and draws some troubling conclusions. Biogenetic research is capable of producing new life forms whose effects may alter the intricate balance of Nature in ways no one can foretell. "Superpigs" that grow larger than any pig before, cows that breed on an accelerated cycle, "new" vegetables, tomatoes that won't freeze - such new life forms can now be patented, (...) making them potential sources of enormous profits for biotech companies. And the record of government, academia, and industry is spotty at best at protecting the earth - yet these same forces are in control of the biogenetic future. Superpigs and Wondercorn is at once an eye-opening survey of a dramatic, sometimes frightening new technology and an impassioned plea to use these new tools in the long-term interests of the global ecosystem. (shrink)

Intended for courses in sensation and perception, this book covers the anatomy, physiology and phenomenology of the way humans sense and perceive the world. It is grounded in physiology to explain perceptual phenomena, on the theory that understanding sensation and perception is based in the physiology of the sensory organs and the brain.

The laboratory animal environment: room for concern.

Examines political philosophies of the classic theorists as a means to understand international dilemmas in the post-Cold War world.

Deliberate contextual vocabulary acquisition (CVA) is a reader’s ability to figure out a (not the) meaning for an unknown word from its “context”, without external sources of help such as dictionaries or people. The appropriate context for such CVA is the “belief-revised integration” of the reader’s prior knowledge with the reader’s “internalization” of the text. We discuss unwarranted assumptions behind some classic objections to CVA, and present and defend a computational theory of CVA that we have adapted to a new (...) classroom curriculum designed to help students use CVA to improve their reading comprehension. (shrink)

A survey of the skepticism of Simon Foucher, with particular attention to his objections to Descartes' philosophy.

I argue against the claim that it is trivial to state that Sidgwick used the method of wide reflective equilibrium. This claim is based on what could be called the Triviality Charge, which is pressed against the method of wide reflective equilibrium by Peter Singer. According to this charge, there is no alternative to using the method if it is interpreted as involving all relevant philosophical background arguments. The main argument against the Triviality Charge is that although the method of (...) wide reflective equilibrium is compatible with coherentism (understood as a form of weak foundationalism) as well as moderate foundationalism, it is not compatible with strong foundationalism. Hence, the claim that a philosopher uses the method of wide reflective equilibrium is informative. In particular, this is true with regard to Sidgwick. (shrink)

The just war tradition is an evolving body of tenets for determining when resorting to war is just and how war may be justly executed. Rethinking the Just War Tradition provides a timely exploration in light of new security threats that have emerged since the end of the Cold War, including ongoing conflicts in the Middle East, threats of terror attacks, and genocidal conflicts within states. The contributors are philosophers, political scientists, a U.S. Army officer, and a senior analyst at (...) the Center for Defense Information. They scrutinize some familiar themes in just war theory from fresh and original angles, and also explore altogether new territory. The diverse topics considered include war and the environment, justice in the ending of war, U.S. military hegemony, a general theory of just armed-conflict principles, supreme emergencies, the distinction between combatants and noncombatants, child soldiers, the moral equality of all soldiers, targeted assassination, preventive war, right authority, and armed humanitarian intervention. Clearly written and free of jargon, this book illustrates how the just war tradition can be rethought and applied today. Contributors include Mark Woods, Eric Patterson, Harry van der Linden, John Lango, Frederik Kaufman, Pauline Kaurin, Reuben Brigety II, Rachel Stohl, Michael Brough, Whitley Kaufman, Jordy Rocheleau, Hartley Spatt, and Robert Hoag. (shrink)

A survey of Bayle's skeptical arguments regarding Descartes' criterion of truth, which Bayle refers to as "evidence." Bayle's arguments for degrees of evidence, as well as for the necessity and sufficiency of possessing a high degree of evidence in order to form virtuous beliefs, are surveyed as well.

Mit einer virtuellen Welt kann sehr Verschiedenes und Mannigfaltiges assoziiert werden, unter anderem ein weiterer schillernder Begriff: Die Utopie. Sind nun virtuelle Welten allesamt Utopien? Oder müsste man vielmehr umgekehrt die Utopie als eine besondere virtuelle Welt hervorheben? Dass es überhaupt einen engen Zusammenhang zwischen den beiden Begriffen gibt, scheint nicht einmal selbstverständlich: Es gibt ihn sicherlich nicht, wenn man unter einer virtuellen Welt lediglich ein mit Hilfe von Computertechnik generiertes Szenario und unter einer Utopie schlicht und einfach eine der (...) Wirklichkeit unangemessene Wunschvorstellung versteht oder aber die Utopie als die literarische Konzeption einer für ideal befundenen Gesellschaftsform begreift und ideengeschichtlich demgemäß mit Platons „Staat“ beginnen lässt. Damit das begriffliche Verhältnis zwischen den heute durchaus auch im allgemeinen Sprachgebrauch verwurzelten Ausdrücken „Utopie“ und „Virtualität“ untersucht werden kann, soll der Versuch unternommen werden, anschaulich zu machen, wie sie verwendet werden könnten. (shrink)

In Anarchie, Staat, Utopia aus dem Jahre 1974 legte Robert Nozick eine libertäre Staatstheorie dar, die er auch als Utopie verstanden wissen will. Ist nun diese Selbst-Etikettierung berechtigt? Hierzu möchte ich sowohl Nozicks Auffassung von einer Utopie betrachten, als auch nach einem sinnvollen Utopie-Begriff suchen, dem ein als utopisch bezeichneter Text zu genügen hat. Dabei werde ich hauptsächlich den Blick auf Thomas Morus’ genre-prototypischen Text über die Insel Utopia richten. Neben der Frage, ob Nozicks Staatstheorie als Utopie bezeichnet werden sollte, (...) möchte ich zum Schluß versuchen, eine Antwort auf die Frage zu finden, warum sich Nozick eines Begriffs bedient, der im allgemeinen Sprachgebrauch durchaus nicht immer positiv verstanden wird. (shrink)

Michael W. Tkacz - Quaestiones super librum Posteriorum - Journal of the History of Philosophy 40:3 Journal of the History of Philosophy 40.3 392-393 Book Review Quaestiones super librum Posteriorum Walter Burley. Quaestiones super librum Posteriorum. Edited by Mary Catherine Sommers. Toronto: Pontifical Institute of Mediaeval Studies, 2000. Pp. x + 214. Cloth, $34.95. In his monumental Le Système du Monde, Pierre Duhem notes that it is difficult to link the fourteenth-century scholastic Walter Burley to any particular school on (...) account of his eclecticism. Indeed, throughout much of the twentieth century, Burley has.. (shrink)

In February of 2007, the Responsible Conduct of Research Education Committee of the Association for Practical and Professional Ethics convened a mini-conference at the Association’s annual meeting. The purpose of the mini-conference was to examine underserved areas of education in research ethics. The mini-conference consisted of panel discussions for two topics: authorship and social responsibility. Representatives from diverse academic disciplines were invited to participate in each of the two panels. This Special Section of Science and Engineering Ethics consists of the (...) papers based on presentations in the authorship panel. The papers illustrate similarities and differences in authorship and publication practices in various disciplines including engineering, the life sciences, and the social sciences. (shrink)

An annotated bibliography of the primary and secondary literature of Pierre Bayle.

Pierre Bayle’s theory of religious toleration has received much attention over the past three centuries, yet there is still little consensus surrounding the precise logic of Bayle’s argument, and even less consensus concerning whether that argument is successful or perhaps utterly inconsistent. One of the central themes in the literature concerns the role of skepticism in Bayle’s argument for toleration. Some argue that Baylean toleration is based entirely in a non-skeptical morality that is in turn based in conscience, while others (...) argue that Baylean toleration requires a foundation of skeptical doubt. In this paper I will offer an interpretation of Bayle’s argument for toleration as it is offered in the Ninth Letter of the Nouvelles lettres critiques (1685), and I will show that skepticism plays an essential role in the argument. (shrink)

This paper sets out to account for conflicting interpretations of Rawls’ theory of justice by Marxian critics, by uncovering an unresolved contradiction in the theory between individualist and communitarian values. The contradiction comes to light particularly in the more egalitarian interpretation of Rawls, and can only be overcome by incorporating a fuller theory of the good than that with which Rawls has provided us. It may not be possible to do this without giving up the claim that the theory of (...) justice articulates the considered judgments of all thoughtful persons in our society, irrespective of class or ideology. (shrink)

This paper sets out to account for conflicting interpretations of Rawls’ theory of justice by Marxian critics, by uncovering an unresolved contradiction in the theory between individualist and communitarian values. The contradiction comes to light particularly in the more egalitarian interpretation of Rawls, and can only be overcome by incorporating a fuller theory of the good than that with which Rawls has provided us. It may not be possible to do this without giving up the claim that the theory of (...) justice articulates the considered judgments of all thoughtful persons in our society, irrespective of class or ideology. (shrink)

This paper examines the critical role that organizational leaders play in establishing a values based climate. We discuss seven mechanisms by which leaders convey the importance of ethical values to members, and establish the expectations regarding ethical conduct that become engrained in the organizations climate. We also suggest that leaders at different organizational levels rely on different mechanisms to transmit values and expectations. These mechanisms then influence members practices and expectations, further increase the salience of ethical values and result in (...) the shared perceptions that form the organizations climate. The paper is organized in three parts. Part onebegins with a brief discussion of climates regarding ethics and the critical role of values. Part two provides discussion on the mechanisms by which leaders and members transmit values and create climates related to ethics. Part three provides a discussion of these concepts with implications for theory, research, and practice. (shrink)

This is a major revision (everything is new except for one section) of the Stanford Encyclopedia of Philosophy article on Pierre Bayle. There are new sections on "The Society of Atheists" and "Freedom of Conscience," as well as completely revised sections on "Skepticism", "Religious Toleration", and the "Bayle Enigma". From now on I will be the sole author of the article. Many thanks to Thomas Lennon for initially involving me in the project, and for handing it over to me.

Demands for absolute or near certainty are a common way for those with a political agenda to undermine science and to delay action. Through our combined experience in science, philosophy and cultural theory, we are acquainted with these attempts to undermine science. We want to help readers figure out how to evaluate their merits or lack thereof.

The method of reflective equilibrium (MRE) is a method of justification popularized by John Rawls and further developed by Norman Daniels, Michael DePaul, Folke Tersman, and Catherine Z. Elgin, among others. The basic idea is that epistemic agents have justified beliefs if they have succeeded in forming their beliefs into a harmonious system of beliefs which they reflectively judge to be the most plausible. Despite the common reference to MRE as a method, its mechanisms or rules are typically expressed (...) in a metaphorical or simplified manner and are therefore criticized as too vague. Recent efforts to counter this criticism have been directed towards the attempt to provide formal explications of MRE. This paper aims to supplement these efforts by providing an informal working definition of MRE. This approach challenges the view that MRE can adequately be characterized only in the negative as a set of anti-essentialisms. I argue that epistemic agents follow MRE iff they follow four interconnected rules, which are concerned with a minimalistic form of foundationalism, a minimalistic form of fallibilism, a moderate form of holism, and a minimalistic form of rationality. In the critical spirit of MRE, the corresponding working definition is, of course, provisional and revisable. In general, the aim is to contribute to a reflective equilibrium (RE) concerning MRE. If it is successful, this working definition provides a better grasp of the most basic elements of the method and thereby enhances our understanding of it. (shrink)

Michael Young, an anthropologist and Malinowski's authorized biographer, has selected the photographs based on one of Malinowski's unpublished studies of the region, and the plan of that abandoned project has helped structure this book.

Clustered regularly interspaced short palindromic repeats genome editing has already reinvented the direction of genetic and stem cell research. For more complex diseases it allows scientists to simultaneously create multiple genetic changes to a single cell. Technologies for correcting multiple mutations in an in vivo system are already in development. On the surface, the advent and use of gene editing technologies is a powerful tool to reduce human suffering by eradicating complex disease that has a genetic etiology. Gene drives are (...) CRISPR mediated alterations to genes that allow them to be passed on to subsequent populations at rates that approach one hundred per cent transmission. Therefore, from an anticipatory biomedical ethics perspective, it is possible to conceive gene drive being used with CRISPR to permanently ameliorate aberrant genes from wild-type populations containing mutations. However, there are also a number of possible side effects that could develop as the result of combining gene editing and gene drive technologies in an effort to eradicate complex diseases. In this paper, we critically analyse the hypothesis that the combination of CRISPR and gene drive will have a deleterious effect on human populations from an ethical perspective by developing an anticipatory ethical analysis of the implications for the use of CRISPR together with gene drive in humans. (shrink)