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The Use and Misuse of Counterfactuals in Ethical Machine Learning

In Atoosa Kasirzadeh & Andrew Smart (eds.), ACM Conference on Fairness, Accountability, and Transparency (FAccT 21) (2021)

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  1. (1 other version)A Theory of Conditionals.Robert Stalnaker - 1968 - In Nicholas Rescher (ed.), Studies in Logical Theory. Oxford,: Blackwell. pp. 98-112.
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  • (4 other versions)Philosophical Papers Vol. II.David K. Lewis (ed.) - 1986 - Oxford University Press.
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  • The feminist standpoint theory reader: intellectual and political controversies.Sandra G. Harding (ed.) - 2001 - New York: Routledge.
    In the mid-1970s and early 1980s, several feminist theorists began developing alternatives to the traditional methods of scientific research. The result was a new theory, now recognized as Standpoint Theory, which caused heated debate and radically altered the way research is conducted. The Feminist Standpoint Theory Reader is the first anthology to collect the most important essays on the subject as well as more recent works that bring the topic up-to-date. Leading feminist scholar and one of the founders of Standpoint (...)
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  • The social construction of what?Ian Hacking - 1999 - Cambridge, Mass: Harvard University Press.
    Especially troublesome in this dispute is the status of the natural sciences, and this is where Hacking finds some of his most telling cases, from the conflict ...
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  • A field guide to social construction.Ron Mallon - 2006 - Philosophy Compass 2 (1):93–108.
    forthcoming in Philosophy Compass [penultimate draft .pdf file] A survey of the contemporary social constructionist landscape.
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  • (2 other versions)Counterfactuals.David Lewis - 1973 - Foundations of Language 13 (1):145-151.
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  • (1 other version)Causality.Judea Pearl - 2000 - New York: Cambridge University Press.
    Written by one of the preeminent researchers in the field, this book provides a comprehensive exposition of modern analysis of causation. It shows how causality has grown from a nebulous concept into a mathematical theory with significant applications in the fields of statistics, artificial intelligence, economics, philosophy, cognitive science, and the health and social sciences. Judea Pearl presents and unifies the probabilistic, manipulative, counterfactual, and structural approaches to causation and devises simple mathematical tools for studying the relationships between causal connections (...)
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  • What is a (social) structural explanation?Sally Haslanger - 2016 - Philosophical Studies 173 (1):113-130.
    A philosophically useful account of social structure must accommodate the fact that social structures play an important role in structural explanation. But what is a structural explanation? How do structural explanations function in the social sciences? This paper offers a way of thinking about structural explanation and sketches an account of social structure that connects social structures with structural explanation.
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  • (1 other version)Race, Culture, Identity: Misunderstood Connections.Anthony Appiah - 1994 - Tanner Lectures on Human Values.
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  • Interventionist counterfactuals.Rachael Briggs - 2012 - Philosophical Studies 160 (1):139-166.
    A number of recent authors (Galles and Pearl, Found Sci 3 (1):151–182, 1998; Hiddleston, Noûs 39 (4):232–257, 2005; Halpern, J Artif Intell Res 12:317–337, 2000) advocate a causal modeling semantics for counterfactuals. But the precise logical significance of the causal modeling semantics remains murky. Particularly important, yet particularly under-explored, is its relationship to the similarity-based semantics for counterfactuals developed by Lewis (Counterfactuals. Harvard University Press, 1973b). The causal modeling semantics is both an account of the truth conditions of counterfactuals, and (...)
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  • (1 other version)Seven Strictures on Similarity.Nelson Goodman - 1972 - In Problems and projects. Indianapolis,: Bobbs-Merrill.
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  • A Ramsey Test Analysis of Causation for Causal Models.Holger Andreas & Mario Günther - 2021 - British Journal for the Philosophy of Science 72 (2):587-615.
    We aim to devise a Ramsey test analysis of actual causation. Our method is to define a strengthened Ramsey test for causal models. Unlike the accounts of Halpern and Pearl ([2005]) and Halpern ([2015]), the resulting analysis deals satisfactorily with both over- determination and conjunctive scenarios.
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  • (5 other versions)The View from Nowhere.Thomas Nagel - 1986 - Ethics 98 (1):137-157.
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  • [Book review] race and mixed race. [REVIEW]Zack Naomi - 1995 - In Anthony Appiah & Henry Louis Gates (eds.), Identities. Chicago: University of Chicago Press. pp. 1--4.
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  • Is Race a Cause?Alexandre Marcellesi - 2013 - Philosophy of Science 80 (5):650-659.
    Advocates of the counterfactual approach to causal inference argue that race is not a cause, and this despite the fact that it is commonly treated as such by scientists in many disciplines. I object that their argument is unsound since two of its premises are false. I also sketch an argument to the effect that racial discrimination cannot be explained unless one assumes race to be a cause.
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  • Philosophy of Science and Race.Naomi Zack - 2002 - New York: Routledge.
    First published in 2003. Routledge is an imprint of Taylor & Francis, an informa company.
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