We propose a formal framework for interpretable machine learning. Combining elements from statistical learning, causal interventionism, and decision theory, we design an idealised explanation game in which players collaborate to find the best explanation for a given algorithmic prediction. Through an iterative procedure of questions and answers, the players establish a three-dimensional Pareto frontier that describes the optimal trade-offs between explanatory accuracy, simplicity, and relevance. Multiple rounds are played at different levels of abstraction, allowing the players to explore overlapping causal (...) patterns of variable granularity and scope. We characterise the conditions under which such a game is almost surely guaranteed to converge on a optimal explanation surface in polynomial time, and highlight obstacles that will tend to prevent the players from advancing beyond certain explanatory thresholds. The game serves a descriptive and a normative function, establishing a conceptual space in which to analyse and compare existing proposals, as well as design new and improved solutions. (shrink)

The Architectonics of Meaning is a lucid demonstration of the purposes, methods, and implications of philosophical semantics that both supports and builds on Richard McKeon's and other noted pluralists' convictions that multiple philosophical approaches are viable. Watson ingeniously explores ways to systematize these approaches, and the result is a well-structured instrument for understanding texts. This book exemplifies both general and particular aspects of systematic pluralism, reorienting our understanding of the realms of knowing, doing, and making.

The first part of the essay explores the relations between the will and practical reason or judgement. The second part takes up decision in the realm of belief, i.e. deciding that such and such is so. This phenomenon raises two questions. Since we decide that as well as to, should we speak of a doxastic will? Secondly, should we regard ourselves as active in the formation of our judgements as in the formation of our intentions? The author's answer to these (...) two further questions is ‘no’ and ‘yes’, respectively: the boundaries between the active and the passive are not marked by the will. (shrink)

Artificial intelligence has historically been conceptualized in anthropomorphic terms. Some algorithms deploy biomimetic designs in a deliberate attempt to effect a sort of digital isomorphism of the human brain. Others leverage more general learning strategies that happen to coincide with popular theories of cognitive science and social epistemology. In this paper, I challenge the anthropomorphic credentials of the neural network algorithm, whose similarities to human cognition I argue are vastly overstated and narrowly construed. I submit that three alternative supervised learning (...) methods—namely lasso penalties, bagging, and boosting—offer subtler, more interesting analogies to human reasoning as both an individual and a social phenomenon. Despite the temptation to fall back on anthropomorphic tropes when discussing AI, however, I conclude that such rhetoric is at best misleading and at worst downright dangerous. The impulse to humanize algorithms is an obstacle to properly conceptualizing the ethical challenges posed by emerging technologies. (shrink)

Only by inhabiting Dao (the Way of Nature) and dwelling in its unity can humankind achieve true happiness and freedom, in both life and death. This is Daoist philosophy's central tenet, espoused by the person--or group of people--known as Zhuangzi (369?-286? BCE) in a text by the same name. To be free, individuals must discard rigid distinctions between right and wrong, and follow a course of action not motivated by gain or striving. When one ceases to judge events as good (...) or bad, man-made suffering disappears, and natural suffering is embraced as part of life. Zhuangzi elucidates this mystical philosophy through humor, parable, and anecdote, using non sequitur and even nonsense to illuminate truths beyond the boundaries of ordinary logic. Boldly imaginative and inventively written, the _Zhuangzi_ floats free of its historical period and society, addressing the spiritual nourishment of all people across time. One of the most justly celebrated texts of the Chinese tradition, the _Zhuangzi_ is read by thousands of English-language scholars each year, yet, until now, only in the Wade-Giles romanization. Burton Watson's conversion to pinyin in this book brings the text in line with how Chinese scholars, and an increasing number of other scholars, read it. (shrink)

Compiled by disciples of Confucius in the centuries following his death in 479 B.C.E., _The Analects of Confucius_ is a collection of aphorisms and historical anecdotes embodying the basic values of the Confucian tradition: learning, morality, ritual decorum, and filial piety. Reflecting the model eras of Chinese antiquity, the Analects offers valuable insights into successful governance and the ideal organization of society. Filled with humor and sarcasm, it reads like a casual conversation between teacher and student, emphasizing the role of (...) the individual in the attainment of knowledge and the value of using historical events and people to illuminate moral and political concepts. Confucius's teachings focus on cultural and peaceful pursuits and the characteristics of benevolent and culturally distinguished government. He also discusses ancestor worship and other rites performed for the spirits of the dead. The single most influential philosophical work in all of Chinese history, _The Analects of Confucius_ has shaped the thought and customs of China and neighboring countries for centuries. Burton Watson's concise translation uses the pinyin romanization system and keeps explanatory notes to a minimum, yet his intimate knowledge of the Confucian tradition and precise attention to linguistic detail capture the original text's elegance, cogency, and wit. (shrink)

Xunzi asserted that the original nature of man is evil, differing on this point from Mencius, his famous predecessor in the Confucian school. In the most complete, well-ordered philosophical system of his day, Xunzi advocated the counteraction of man's evil through self-improvement, the pursuit of learning, the avoidance of obsession, and observance of ritual in life. Readers familiar with Xunzi's work will find that Burton Watson's lucid translation breathes new life into this classic. Those new to Xunzi will find (...) his ideas on government, language, and order and safety in society surprisingly close to concerns of our own age. (shrink)

Postcolonial science studies entails ostensibly contradictory critical and empirical commitments. Science studies scholars influenced by Bruno Latour and Isabelle Stengers embrace forms of realist, radical empiricism, while postcolonial studies scholars influenced by Jacques Derrida trace the limits of the knowable. This essay takes their common use of the term cosmopolitics as an unexpected point of departure for reconciling Derrida’s program with Stengers’s and Latour’s. I read Derrida’s critique of hospitality and Stengers’s and Latour’s ontological politics as necessary complements for conceiving (...) a care-oriented subalternist cosmopolitics, a process of composing common worlds that remains attentive to the limits of representation. (shrink)

In recent years, a distinction between two concepts of equality has been much discussed: 'distributive’ equality involves people having equal amounts of a good such as welfare or resources, and ‘social’ or ‘relational’ equality involves the absence of social hierarchy and the presence of equal social relations. This contrast is commonly thought to have important implications for our understanding of the relationship between equality and justice. But the nature and significance of the distinction is far from clear. I examine several (...) accounts of this issue and argue none are entirely satisfactory. In turn, I offer an alternative proposal. Relational equality, on my account, involves a concern with each person having an equal 'civic status'. I characterize this concern and show it has distinctive and normatively significant positional and temporal aspects. (shrink)

The reference of the postmodern task of thinking is Auschwitz, the abyss and discontinuity separating us from the world of our ancestors. As inhabitants of Planet Auschwitz our point of reference lacks all transcendental warrants; it is not a non-referable reference which constitutes the abyss we must enter, endure, and in which our intellectual and cultural tradition must be transformed. The private/public transformations which constitute the texts of this book attempt to depart from the dystopic individuality and public life resulting (...) from business-as-usual after Auschwitz. The three parts of the book are progressive reworkings of traditional metaphysics as adapted and modified by a modernism that refuses to grapple with its complicity. It is precisely that complicity which postmodern thinking takes up in its attempt to signify otherwise than the easy modernist translations and images of tradition. Thus it is a series of uneasy images imaging otherwise but never apart from modernity that take us away from complicity toward a transformed tradition. The uneasy images of this book are photogrammic combinations of photographs and texts, mutual supplements, pulling tradition through the Event against the persistent and murderous forces of contemporary idolatry and repression. (shrink)

Paul Ekman is an American psychologist who pioneered the study of facial behaviour. Bringing together disciplinary history, life study, and history of science, this paper focuses on Ekman’s early research during the twenty-year period between 1957 and 1978. I explicate the historical development of Ekman’s semiotic model of facial behaviour, tracing the thread of iconicity through his life and works: from the iconic coding of rapid signs; through the eventual turn from classifying modes of iconic signification using gestalt categories to (...) classifying modes of producing iconic sign-functions using minimal units; to the role and importance of iconicity for the study of the facial expression of emotion, both in terms of the similarities between iconic and analogue signs as well as the differences between facial coding and linguistic signification. In this intellectual genealogy, I argue not only that Ekman relied extensively upon conceptualizations and terminologies from semiotic thought for the creation of the Facial Action Coding System (FACS), but also that the question of iconicity is the pivotal problem across the many discoveries and innovations in what I term ‘Ekmanian faciasemiotics’. (shrink)

ABSTRACTConcerned with how individuals assess scientific experts on the Internet, our research investigates the virtual r/science subreddit and their popular Ask-Me-Anything series, where sci...

There is limited evidence that socially responsible investment (SRI) strategies can resolve persistent concerns brought up in scholarship on the industry, particularly as it relates to considerations of justice. It is critical that SRI initiatives be interrogated about their broader impacts on environmental inequality and justice in the context of global power relations. Drawing upon environmental justice (EJ) theory, we propose a framework for transformative investment to halt the exploitation of humans and environment in pursuit of profit. We posit that (...) transformative investment initiatives, including those related to strategies of screening and shareholder resolutions, would reflect three general conditions of environmental justice. They would require (1) cumulative responsibility that focuses on holistic gains so that investment initiatives do not replace one harm with another; (2) embedded accountability that is rooted in the decision-making and concerns of directly impacted communities; and (3) counter-hegemonic practices that are integrated with broader strategies and movements that challenge structures of oppression and exploitation. Through these principles, we address problems with SRI that have already been identified in scholarship on the subject. Moreover, we draw upon Antonio Gramsci’s concept of ‘strategic power’ to conceptualize the conditions and actions necessary for transformative investment to take root. (shrink)

Traditionally, social entities (i.e., social properties, facts, kinds, groups, institutions, and structures) have not fallen within the purview of mainstream metaphysics. In this chapter, we consider whether the exclusion of social entities from mainstream metaphysics is philosophically warranted or if it instead rests on historical accident or bias. We examine three ways one might attempt to justify excluding social metaphysics from the domain of metaphysical inquiry and argue that each fails. Thus, we conclude that social entities are not justifiably excluded (...) from metaphysical inquiry. Finally, we ask how focusing on social entities could change the character of metaphysical inquiry. We suggest that starting from examples of social entities might lead metaphysicians to rethink the assumption that describing reality in terms of intrinsic, independent, and individualistic features is preferable to describing it in terms of relational, dependent, and non-individualistic features. (shrink)

There are many possible ways of approach to philosophy, and there is also an impossible one, though one that has often been tried. That the philosopher can somehow spin his philosophy out of what he finds inside himself; that he has some private internal source of information in virtue of which he can decide what the Universe must be, without needing to take the trouble to look at it, is a belief that dies hard. But it is now dying, if (...) not dead, so that it is hardly necessary to refute it in detail. It should suffice to say that anybody who cherishes the belief will not find anything to interest him in what follows. I shall simply assume that the philosopher is, what we all are to some extent, a spectator of the world and of man's life in it and a commentator on what he sees. Where the philosopher differs from others is in the kind of interest he takes in the facts, not in the kind of facts that are there to be interested in. (shrink)

A philosophical analysis of the pessimistic and nihilistic conditions of the existential possibilities for blackness and antiblack racism in 21st Century America.

Several philosophers argue for the ‘convergence thesis’ for positional goods: prioritarians, sufficientarians, and egalitarians may converge on favouring an equal (or not too unequal) distribution of goods that have positional aspects. I discuss some problems for this thesis when applied to two key goods for which it has been proposed: education and wealth. I show, however, that there is a variant of the thesis that avoids these problems. This version of the thesis is significant, I demonstrate, because it applies to (...) a person’s status as a citizen, which I suggest is the central concern of social or ‘relational’ egalitarianism. (shrink)

This paper examines the following distinctive republican claims: (1) goodwill and virtuous self-restraint are insufficient to realize freedom; and (2) suitable law is constitutive of freedom. In the contemporary literature, these claims are commonly defended in connection with the conception of freedom as nondomination. This account, however, is often rejected on the grounds that freedom as nondomination is moralized and impossible to realize. In response, I propose that the point of protecting people from domination is better understood not as realizing (...) freedom, but instead as giving persons a civic status as equals. Giving persons a civic status as equals, I claim, realizes an important form of social or 'relational' equality, and I distinguish this aim from giving persons a 'status as nondominated’, as some republicans require. I argue that this account vindicates alternative claims about the insufficiency of goodwill and constitutive importance of suitable law—understood in terms of equality rather than freedom—while avoiding the moralization and impossibility objections. I conclude by suggesting some further advantages of the proposed account versus the standard republican view. (shrink)

Recent critiques of methodological naturalism (MN) claim that it fails by conflicting with Christian belief and being insufficiently humble. We defend MN by tracing the real history of the debate, contending that the story as it is usually told is mythic. We show how MN works in practice, including among real scientists. The debate is a red herring. It only appears problematic because of confusion among its opponents about how scientists respond to experimental anomalies. We conclude by introducing our preferred (...) approach, Science‐Engaged Theology. (shrink)

Compiling in one volume the basic writings of these three seminal thinkers of ancient China, each from a different philosophical school, this book reveals the richness and diversity of the ancient Chinese intellectual world.

Lord Ritchie-Calder tells John Cogley in a conversation, that the world will continue 'mucking things up' beyond repair unless science comes under public control while time remains." Cf Publisher's catalog, 1971.

How can pain complaints be elicited and analyzed so as to increase the empathic bond between patient and clinician? I will argue that though Wierzbicka’s approach to this question is useful—an exploration of certain abstract dimensions of pain’s meaning—it fails to examine key aspects that are the most useful and crucial for cultural analysis and for building empathic bonds between the clinician and patient. Not just a grammar of pain is needed; rather a biological philology of pain.

The distinction between ‘relational' and ‘distributive’ equality has come to play an important role in discussions of equality and justice. But the nature of the distinction is not as clear as we might hope. In this regard, Juliana Bidadanure makes an interesting and important proposal: the two views involve differing kinds of temporal concern. The distributive approach, she suggests, is concerned with equality over people’s complete lives (diachronic equality), whereas the relational approach is concerned with egalitarian social relations at each (...) moment in time (synchronic equality). I argue that this suggestion, while insightful, is not entirely satisfactory. Both relational and distributive equality, I demonstrate, have diachronic and synchronic aspects. Nonetheless, they do so in distinctive ways. So, while the diachronic/synchronic distinction does not provide a clean cut between relational and distributive equality, examining the temporal aspects of each approach helps to illuminate their distinctiveness. (shrink)

This collection addresses whether ethicists, like authorities in other fields, can speak as experts in their subject matter. Though ethics consultation is a growing practice in medical contexts, there remain difficult questions about the role of ethicists in professional decision-making. Contributors examine the nature and plausibility of moral expertise, the relationship between character and expertise, the nature and limits of moral authority, how one might become a moral expert, and the trustworthiness of moral testimony. This volume engages with the growing (...) literature in these debates and offers new perspectives from both academics and practitioners. The readings will be of particular interest to bioethicists, clinicians, ethics committees, and students of social epistemology. These new essays promise to advance discussions in the professionalization and accreditation of ethics consultation. (shrink)