Legal requirements on explainability in machine learning.Adrien Bibal,MichaelLognoul,Alexandre de Streel &Benoît Frénay -2020 -Artificial Intelligence and Law 29 (2):149-169.detailsDeep learning and other black-box models are becoming more and more popular today. Despite their high performance, they may not be accepted ethically or legally because of their lack of explainability. This paper presents the increasing number of legal requirements on machine learning model interpretability and explainability in the context of private and public decision making. It then explains how those legal requirements can be implemented into machine-learning models and concludes with a call for more inter-disciplinary research on explainability.
Injustice: political theory for the real world.Michael E. Goodhart -2018 - New York, NY: Oxford University Press.detailsThis book challenges the dominant approach to problems of justice in global normative theory and offers a radical alternative designed to transform our thinking about what kind of problem injustice is and how political theorists might do better in understanding and addressing it. It argues that the dominant approach, ideal moral theory (IMT), takes a fundamentally wrong-headed approach to the problem of justice. IMT seeks to work out what an ideally just society would look like, and only then outlines our (...) moral obligations in realizing that ideal. In other words, it ignores the realities of everyday politics. AsMichael Goodhart asserts, IMT postpones engagement with actually existing injustices and distorts our understanding of them, and it normalizes many problematic features of our world. On the other hand, the leading alternatives to IMT struggle to make sense of the role values play in politics. This book sees justice as an ideology and develops an innovative bifocal theoretical framework for making sense of it. This framework provides two complementary perspectives on justice: a theoretical perspective that situates competing ideological claims about justice in a broader political context and a partisan perspective that evaluates the structure and coherence of particular conceptions of justice. As opposed to IMT, it focuses on barriers to justice and advocates an activist political theory that takes sides in political struggles against injustice. Goodhart argues that theorists can help to generate the countervailing power necessary for social transformation through the work of articulation, translation, and mapping, work which contributes to a more comprehensive social science of injustice. (shrink)
Shadow, Self, Spirit: Essays in Transpersonal Psychology.Michael Daniels -2005 - Imprint Academic.detailsTranspersonal Psychology concerns the study of those states and processes in which people experience a deeper sense of who they are, or a greater sense of connectedness with others, with nature, or the spiritual dimension. Pioneered by respected researchers such as Jung, Maslow and Tart, it has nonetheless struggled to find recognition among mainstream scientists. Now that is starting to change. Dr.Michael Daniels teaches the subject as part of a broadly-based psychology curriculum, and this book brings together the (...) fruits of his studies over recent years. It will be of special value to students, and its accessible style will appeal also to all who are interested in the spiritual dimension of human experience. The book includes a detailed 38-page glossary of terms and detailed indexes. (shrink)
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Phenomenalism: A Metaphysics of Chance and Experience.Michael Pelczar -2022 - Oxford: Oxford University Press, Oxford.detailsJ.S. Mill famously equated physical things with "permanent possibilities of sensation." This view, known as phenomenalism, holds that a rock is a tendency for experiences to occur as they do when people perceive a rock, and similarly for all other physical things. In _Phenomenalism_,Michael Pelczar develops Mill's theory in detail, defends it against the objections responsible for its current unpopularity, and uses it to shed light on important questions in metaphysics, the philosophy of science, and the philosophy of (...) mind. Identifying physical things with possibilities of sensation establishes a transparent connection between the world of physics and the world of sense, provides an attractive alternative to currently fashionable structuralist and panpsychist metaphysics, offers a fresh perspective on the problem of consciousness, and yields a satisfying theory of perception, all by taking two things notoriously resistant to reduction, chance and experience, and constructing everything else out of them. (shrink)
Proof: Its Nature and Significance.Michael Detlefsen -2008 - In Bonnie Gold & Roger A. Simons,Proof and Other Dilemmas: Mathematics and Philosophy. Mathematical Association of America. pp. 3-32.detailsI focus on three preoccupations of recent writings on proof. -/- I. The role and possible effects of empirical reasoning in mathematics. Do recent developments (specifically, the computer-assisted proof of the 4CT) point to something essentially new as regards the need for and/or effects of using broadly empirical and inductive reasoning in mathematics? In particular, should we see such things as the computer-assisted proof of the 4CT as pointing to the existence of mathematical truths of which we cannot have a (...) priori knowledge? -/- 2. The role of formalization in proof. What are the patterns ofinference according to which mathematical reasoning naturally proceeds? Are they of 'local' character (i.e. sensitive to the subject-matter of the reasoning concerned) or 'global' character (i.e. invariant across all subject-matters)? Finally, what if any relationship is there (a) between the patterns of inference manifest in a proof and its explanatory capacity and (b) between explanatory capacity and rigor? -/- 3. Diagrams and their role in mathematical reasoning. What essentially is diagrammatic reasoning, and what is the nature and basis of its usefulness? Can it play a justificative role in the development of mathematical knowledge and, more particularly, in genuine proof? Finally, does the use of diagrammatic reasoning force an adjustment either in our conception of rigor or in our view of its importance? (shrink)
Aristotle’s Direct Realism In De Anima.Michael Esfeld -2000 -Review of Metaphysics 54 (2):321 - 336.detailsARISTOTLE’S THEORY OF PERCEPTION AND THOUGHT in books 2 and 3 of de Anima is usually interpreted in terms of representationalism: in perception and thought, we receive sensible or intelligible forms. These forms are representations of qualities, things, or events in the world. We gain epistemic access to the world by means of these representations. In this paper I argue that contrary to received opinion, Aristotle’s text can also be read in terms of direct realism: we have epistemic access to (...) the world in perception and thought without representations intervening as epistemic intermediaries. (shrink)
Consciousness Studies: Research prospects in the ‘Cradle of Human Consciousness’.Michael Pitman -2003 -Alternation 10 (1):271-291.detailsThe paper introduces the field of consciousness studies to an audience outside of philosophy and the cognitive sciences, using the work of the late David Brooks as a starting point. Brooks' account of consciousness, and the cognitive and evolutionary significance of for-the-organism properties, are discussed. Brooks' account is evaluated in the light of the debate over conscious inessentialism; and alternative lines for developing Brooks' account are proposed, drawing on the work of Gerald Edelman.
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Wittgenstein on Sensation and Perception.Michael Hymers -2016 - New York: Routledge.detailsThe main interpretive claim of this book is that both Wittgenstein’s mature philosophical method and his much misunderstood critique of private language have their roots in his critique of the misleading metaphor of phenomenal space–that is, the misleading, figurative analogy between physical space, or space simpliciter, and phenomenal space, or the “space” of appearances. His critique of this metaphor extends from his rejection of sense-data (Chapters 2 and 3), to his investigation of the asymmetry between first- and other-person pronouns in (...) conjunction with psychological vocabulary (Chapter 4), to his discussion of noticing aspects (Chapter 3), and, of course, to his revolutionary critique of the privacy of the mental (Chapter 3) and of the related, but more general, misleading metaphor of the inner and the outer. Wittgenstein’s critique of the idea of phenomenal space is, at the same time, the prototype for his new philosophical method–the method of grammatical investigation, which holds that many of the persistent problems of philosophy arise from failing to command a clear view of the grammar of various regions of our language and finding ourselves, as a result, vulnerable to misleading pictures of our mental lives, of our linguistic practices, of mathematics, and of countless fundamental elements of our world view(s), whose misunderstanding is the locus of the traditional problems of metaphysics (Chapter 3). Chapters 5, 6 and 7 argue for the continued relevance of Wittgenstein's critique of the misleading metaphor of phenomenal space by showing how it applies to contemporary discussions of first-person authority, recent attempts to revive sense-datum theories, and the ongoing debate about sensory qualia. (shrink)
Hegel: Philosophy of Mind: Translated with Introduction and Commentary.Michael Inwood (ed.) -2006 - Clarendon Press.detailsHegel is an immensely important yet difficult philosopher. His Philosophy of Mind is one of the main pillars of his thought.Michael Inwood, highly respected for his previous work on Hegel, presents this central work to the modern reader in an accurate new translation supported by a philosophically sophisticated editorial introduction and elucidating scholarly commentary.
"Cargo Cult Science", by Richard Feynman.Michael Cecil -unknowndetailsDuring the Middle Ages there were all kinds of crazy ideas, such as that a piece of rhinoceros horn would increase potency. Then a method was discovered for separating the ideas -- which was to try one to see if it worked, and if it didn't work, to eliminate it. This method became organized, of course, into science. And it developed very well, so that we are now in the scientific age. It is such a scientific age, in fact, that (...) we have difficulty in understanding how witch doctors could ever have existed, when nothing that they proposed ever really worked -- or very little of it did. (shrink)
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Jacques Lacan (Volume Ii) (Rle: Lacan): An Annotated Bibliography.Michael Clark -2013 - Routledge.detailsThis bibliography in two volumes, originally published in 1988, lists and describes works by and about Jacques Lacan published in French, English, and seven other languages including Japanese and Russian. It incorporates and corrects where necessary all information from earlier published bibliographies of Lacan’s work. Also included as background works are books and essays that discuss Lacan in the course of a more general study, as well as all relevant items in various bibliographic sources from many fields.
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The Left in Search of a Center.Michael Crozier &Peter Murphy -1996detailsDoes leftist political thought have a future? American liberalism is being marginalized, European socialism is exhausted, and cultural radicalism has become little more than a sideshow. Contributors to The Left in Search of a Center probe questions of how political community can be imagined and constituted in the contemporary world. Together, they make it apparent that the still-emerging idea of political community is anchored in the pluralistic and cross-cultural nature of late twentieth-century Western societies.