The ever-increasing application of algorithms to decision-making in a range of social contexts has prompted demands for algorithmic accountability. Accountable decision-makers must provide their decision-subjects with justifications for their automated system’s outputs, but what kinds of broader principles should we expect such justifications to appeal to? Drawing from political philosophy, I present an account of algorithmic accountability in terms of the democratic ideal of ‘public reason’. I argue that situating demands for algorithmic accountability within this justificatory framework enables us to (...) better articulate their purpose and assess the adequacy of efforts toward them. (shrink)

The problem of the reality and nature of novelty in the universe has long engaged the attention of philosophers. “There is nothing new under the sun” is one ancient weighty utterance. On the other hand, “you cannot step twice into the same river”, said Heraclitus, for in the interval between your first and second steps, the river has changed and you have changed. One recent attempt to analyze this problem and other affiliated problems, is the theory of emergence.

Decisions based on algorithmic, machine learning models can be unfair, reproducing biases in historical data used to train them. While computational techniques are emerging to address aspects of these concerns through communities such as discrimination-aware data mining and fairness, accountability and transparency machine learning, their practical implementation faces real-world challenges. For legal, institutional or commercial reasons, organisations might not hold the data on sensitive attributes such as gender, ethnicity, sexuality or disability needed to diagnose and mitigate emergent indirect discrimination-by-proxy, such (...) as redlining. Such organisations might also lack the knowledge and capacity to identify and manage fairness issues that are emergent properties of complex sociotechnical systems. This paper presents and discusses three potential approaches to deal with such knowledge and information deficits in the context of fairer machine learning. Trusted third parties could selectively store data necessary for performing discrimination discovery and incorporating fairness constraints into model-building in a privacy-preserving manner. Collaborative online platforms would allow diverse organisations to record, share and access contextual and experiential knowledge to promote fairness in machine learning systems. Finally, unsupervised learning and pedagogically interpretable algorithms might allow fairness hypotheses to be built for further selective testing and exploration. Real-world fairness challenges in machine learning are not abstract, constrained optimisation problems, but are institutionally and contextually grounded. Computational fairness tools are useful, but must be researched and developed in and with the messy contexts that will shape their deployment, rather than just for imagined situations. Not doing so risks real, near-term algorithmic harm. (shrink)

Kim’s causal exclusion argument purports to demonstrate that the non-reductive physicalist must treat mental properties (and macro-level properties in general) as causally inert. A number of authors have attempted to resist Kim’s conclusion by utilizing the conceptual resources of Woodward’s interventionist conception of causation. The viability of these responses has been challenged by Gebharter, who argues that the causal exclusion argument is vindicated by the theory of causal Bayesian networks (CBNs). Since the interventionist conception of causation relies crucially on CBNs (...) for its foundations, Gebharter’s argument appears to cast significant doubt on interventionism’s anti-reductionist credentials. In the present article, we both (1) demonstrate that Gebharter’s CBN-theoretic formulation of the exclusion argument relies on some unmotivated and philosophically significant assumptions (especially regarding the relationship between CBNs and the metaphysics of causal relevance), and (2) use Bayesian networks to develop a general theory of causal inference for multi-level systems that can serve as the foundation for an anti-reductionist interventionist account of causation.1. (shrink)

The paper introduces a special issue of the journal Philosophical Problems in Science (ZFN) on the topic of the nature and norms of scientific explanation.

Platonism is the most pervasive philosophy of mathematics. Indeed, it can be argued that an inarticulate, half-conscious Platonism is nearly universal among mathematicians. The basic idea is that mathematical entities exist outside space and time, outside thought and matter, in an abstract realm. In the more eloquent words of Edward Everett, a distinguished nineteenth-century American scholar, "in pure mathematics we contemplate absolute truths which existed in the divine mind before the morning stars sang together, and which will continue to exist (...) there when the last of their radiant host shall have fallen from heaven." In What is Mathematics, Really?, renowned mathematician Rueben Hersh takes these eloquent words and this pervasive philosophy to task, in a subversive attack on traditional philosophies of mathematics, most notably, Platonism and formalism. Virtually all philosophers of mathematics treat it as isolated, timeless, ahistorical, inhuman. Hersh argues the contrary, that mathematics must be understood as a human activity, a social phenomenon, part of human culture, historically evolved, and intelligible only in a social context. Mathematical objects are created by humans, not arbitrarily, but from activity with existing mathematical objects, and from the needs of science and daily life. Hersh pulls the screen back to reveal mathematics as seen by professionals, debunking many mathematical myths, and demonstrating how the "humanist" idea of the nature of mathematics more closely resembles how mathematicians actually work. At the heart of the book is a fascinating historical account of the mainstream of philosophy--ranging from Pythagoras, Plato, Descartes, Spinoza, and Kant, to Bertrand Russell, David Hilbert, Rudolph Carnap, and Willard V.O. Quine--followed by the mavericks who saw mathematics as a human artifact, including Aristotle, Locke, Hume, Mill, Peirce, Dewey, and Lakatos. In his epilogue, Hersh reveals that this is no mere armchair debate, of little consequence to the outside world. He contends that Platonism and elitism fit well together, that Platonism in fact is used to justify the claim that "some people just can't learn math." The humanist philosophy, on the other hand, links mathematics with geople, with society, and with history. It fits with liberal anti-elitism and its historical striving for universal literacy, universal higher education, and universal access to knowledge and culture. Thus Hersh's argument has educational and political ramifications. Written by the co-author of The Mathematical Experience, which won the American Book Award in 1983, this volume reflects an insider's view of mathematical life, based on twenty years of doing research on advanced mathematical problems, thirty-five years of teaching graduates and undergraduates, and many long hours of listening, talking to, and reading philosophers. A clearly written and highly iconoclastic book, it is sure to be hotly debated by anyone with a passionate interest in mathematics or the philosophy of science. (shrink)

Adopting Kantor’s Masochean turn within Levinas, this article challenges the anthropocentrically limited purview of Levinas’s ethical relation. Incorporating Kantor’s legalistic reading of Levinas, informed through his literary analysis of Sacher-Masoch’s ‘Venus in Furs’, the article details the inescapable, legalistic plight that is to be the Levinasian ethical subject. Extending upon Kantor’s introductory conceptualisation of the Levinasian subject through Masoch, reveals a subject for whom suffering and sacrifice must be embraced; necessary acts of penitence before an irrepressible Other who they adore. (...) The Other is presented through Masoch’s text as an insatiable, inescapable deity of Law who cannot be refused and demands subservience. A god manifest in Exteriority whose influence upon the subject extends beyond the frame of the interhuman relation and is a necessary component of the subject’s existence and, more broadly, their world. The Levinasian subject’s relation with alterity poetically portraying all the potency, affirmation and urgency of dear Severin’s with his Venus, a relation which destroys, haunts and affirms the subject completely as only Law can. (shrink)

This textbook is a flexible and affordable collection of classic and contemporary primary sources in philosophy. The readings cover seven basic topics of Western Philosophy. The selections are long enough to present a self-contained argument but not so lengthy that students lose track of the main point. Each reading has an outline with study questions, questions for reflection and discussion, and an annotated bibliography. The book includes a glossary and an appendix on logic and argumentation.

Nous partageons le problème de savoir comment faire face à autant d'humains si semblables et si différents. A autant d'êtres qui ne peuvent interpréter le fait d'exister sans se comparer les uns aux autres, sans se distinguer les uns des autres, et qui doivent néanmoins cohabiter. Et de savoir comment ces humains peuvent d'autant plus se distinguer qu'ils prennent la place successivement les uns les autres, qu'ils reprennent les mêmes traces et doivent les réinterpréter. La première formulation du problème est (...) plutôt celle de la problématologie, dans la mesure où elle place au centre de la condition humaine le langage ordinaire, l'incessante différence de la question et de la réponse. C'est par elle que les humains mesurent ce qui les éloigne ou les rapproche et qu'ils règlent leurs désaccords. La seconde formulation du problème est plutôt celle de l'herméneutique, dans la mesure où elle place au centre de la condition humaine la condition interprétative, où chaque génération doit réinterpréter le monde où elle se découvre, pour reprendre la conversation rompue par la mort. En exposant ces deux " gestes " élémentaires du questionnement, en construisant l'écart entre deux traditions philosophiques de styles aussi hétérogènes, sans chercher à les subordonner l'un à l'autre, il s'est agi de penser une éthique de l'interrogativité. Ce sens de l'interrogation peut seul orienter nos " éthiques de responsabilité " et nous remettre ensemble dans un monde où nous comparaissons d'autant plus heureux de nous distinguer que nous nous effaçons devant l'autre. Ces deux attitudes font notre civilité. (shrink)

Name der Zeitschrift: Semiotica Jahrgang: 2014 Heft: 202 Seiten: 395-424.

While scientific inquiry crucially relies on the extraction of patterns from data, we still have a far from perfect understanding of the metaphysics of patterns—and, in particular, of what makes a pattern real. In this paper we derive a criterion of real-patternhood from the notion of conditional Kolmogorov complexity. The resulting account belongs to the philosophical tradition, initiated by Dennett :27–51, 1991), that links real-patternhood to data compressibility, but is simpler and formally more perspicuous than other proposals previously defended in (...) the literature. It also successfully enforces a non-redundancy principle, suggested by Ladyman and Ross, that aims to exclude from real-patternhood those patterns that can be ignored without loss of information about the target dataset, and which their own account fails to enforce. (shrink)

Friedrich Nietzsche has emerged as one of the most important and influential modern philosophers. For several decades, the book series Monographien und Texte zur Nietzsche-Forschung has set the agenda in a rapidly growing and changing field of Nietzsche scholarship. The scope of the series is interdisciplinary and international in orientation reflects the entire spectrum of research on Nietzsche, from philosophy to literary studies and political theory. The series publishes monographs and edited volumes that undergo a strict peer-review process. The book (...) series is led by an international team of editors, whose work represents the full range of current Nietzsche scholarship. (shrink)

This paper concerns the conditions under which realism is an artistic merit in perceptual narratives, and its consequences for the practice of non-traditional casting. Perceptual narratives are narrative representations that perceptually represent at least some of their contents, and include works of film, television, theatre and opera. On certain construals of the conditions under which realism is an artistic merit in such works, non-traditional casting, however morally merited, is often artistically flawed. I defend an alternative view of the conditions under (...) which realism is an artistic merit in perceptual narratives. I identify the two forms of realism at issue in debates about the artistic merits of non-traditional casting, and identify the artistic norms that determine the conditions under which each constitutes an artistic merit. I argue that, independently of the relation between moral merits and artistic merits, non-traditional casting violates these norms less often than is sometimes assumed. Moreover, in certain circumstances, non-traditional casting affects realism in artistically meritorious ways. I conclude by considering the implications of my view for the practice of whitewashing. (shrink)

Brentano is often considered the originator of the fitting-attitudes analysis of value, on which to be valuable is to be that which it’s fitting to value. But there has been comparatively little attention paid to Brentano’s argument for this analysis. That argument advances the stronger claim that fittingness is part of the analysis of normativity. Since the argument rests on an analogy between truth and fittingness, its impact may seem limited by the idiosyncratic features of Brentano’s later notion of truth. (...) I argue, however, that the Brentanian argument is defensible even if fittingness is analogized to a more typical realist account of truth. The result is what I call the worldly Brentanian account of normativity. I defend this account as a form of naturalistic realism. I then show how the account can fare better than prominent alternatives against two kinds of error-theoretic arguments. (shrink)

Frontmatter -- Vorwort zur 2. Auflage -- Vorwort -- Inhaltsverzeichnis -- Erster Teil. Die Willen-zur-Macht-Prozesse -- Zweiter Teil. Der Gedanke der ewigen Wiederkehr des Gleichen -- Dritter Teil. Wiederkunftslehre und neuzeitliches Denken -- Literaturverzeichnis -- Personenregister -- Sachregister.

This article explores the arguments for architecture having an identifiable essence equivalent to Heidegger's concept of 'dwelling' and place identity, versus those who claim it is no more than a 'hybrid' collection of many different technical, social and cultural practices. The opposing positions in architecture are compared by analogy with the opposing theories of language which underly them, the latter position being associated with the universalist theory of language propagated by Chomsky, while the purpose of architecture in identity formation is (...) compared with Wittgenstein's theory of the interdependence between language and human behaviour as a 'form of life'. As an example, the author points to colonial architecture as a clear case where people retain 'that part of their identity which is their architecture'. The author concludes that, in so far as objects also have meanings, then the physical environment must also be taken into account in the evolution of mind. (shrink)

The study of social change has neglected the dynamics motivating individuals to join mass movements. Particularly obscure is how apathetic people are transformed into social activists. Considering this problem the author suggests three stages of development through which the individual progresses in attaining a higher level of personal and social maturity. The first stage - dreaming -emerges when the individual aspires to change while wishing to avoid the risks involved. The second - the illusion of power - occurs when the (...) hunger for power and the fear of it are mediated. The third - real power - is promoted by the yearning for self-respect and social acceptance and is manifested by competence in gaining supremacy and actual experience in struggle. As a consequence of this process the individual advances from a subjective self-image to perceiving himself as a social being; society is humanized by the greater participation of individuals. (shrink)

Although excess blood collection has characterized U.S. national disasters, most dramatically in the case of September 11, periodic shortages of blood have recurred for decades. In response, I propose a new model of medical philanthropy, one that specifically uses charitable contributions to health care as blood donation incentives. I explain how the surge in blood donations following 9/11 was both transient and disaster-specific, failing to foster a greater continuing commitment to donate blood. This underscores the importance of considering blood donation (...) incentives. I defend charitable incentives as an alternative to financial incentives, which I contend would further extend neoliberal market values into health care. I explain my model's potential appeal to private foundations or public–private partnerships as a means for expanding both the pool of blood donors and the prosocial benefit of each act of blood donation. Finally I link my analysis to the empirical literature on blood donation incentives. (shrink)

Jim Joyce has argued that David Lewis’s formulation of causal decision theory is inadequate because it fails to apply to the “small world” decisions that people face in real life. Meanwhile, several authors have argued that causal decision theory should be developed such that it integrates the interventionist approach to causal modeling because of the expressive power afforded by the language of causal models, but, as of now, there has been little work towards this end. In this paper, I propose (...) a variant of Lewis’s causal decision theory that is intended to meet both of these demands. Specifically, I argue that Lewis’s causal decision theory can be rendered applicable to small world decisions if one analyzes his dependency hypotheses as causal hypotheses that depend on the interventionist causal modeling framework for their semantics. I then argue that this interventionist variant of Lewis’s causal decision theory is preferable to interventionist causal decision theories that purportedly generalize Lewis’s through the use of conditional probabilities. This is because Lewisian interventionist decision theory captures the causal decision theorist’s conviction that any correlation between what the agent does and cannot cause should be irrelevant to the agent’s choice, while purported generalizations do not. (shrink)