Intelligence in Our Image Risks of Bias and Errors in Artificial Intelligence

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Narayanan, Arvind, and Vitaly Shmatikov, “Myths and Fallacies of Personally Identifiable Information,” Communications of the ACM, Vol. 53, No. 6, June 2010, pp. 24–26. Nuti, Giuseppe, Mahnoosh Mirghaemi, Philip Treleaven, and Chaiyakorn Yingsaeree, “Algorithmic Trading,” Computer, Vol. 44, No. 11, 2011, pp. 61–69. Ohm, Paul, “Broken Promises of Privacy: Responding to the Surprising Failure of Anonymization,” UCLA Law Review, Vol. 57, 2010, p. 1701. Pasquale, Frank, The Black Box Society: The Secret Algorithms That Control Money and Information, Boston: Harvard University Press, 2015. Pearl, Judea, Causality, Cambridge: Cambridge University Press, 2009. Roth, Alvin E., “The NRMP as a Labor Market: Understanding the Current Study of the Match,” Journal of the American Medical Association, Vol. 275, No. 13, 1996, pp. 1054–1056. Rudder, Christian, Dataclysm: Love, Sex, Race, and Identity—What Our Online Lives Tell Us About Our Offline Selves, New York: Crown Publishing, 2014. Russell, Bertrand, The Problems of Philosophy, New York: Oxford University Press, [1912] 2001. Salmon, Felix, “The Formula That Killed Wall Street,” Significance, Vol. 9, No. 1, February 2012, pp. 16–20. Sandvig, Christian, Kevin Hamilton, Karrie Karahalios, and Cedric Langbort, “Auditing Algorithms: Research Methods for Detecting Discrimination on Internet Platforms,” paper presented to the Data and Discrimination: Converting Critical Concerns into Productive Inquiry preconference of the 64th Annual Meeting of the International Communication Association, Seattle, Wash., May 22, 2014. Silver, David, Aja Huang, Chris J. Maddison, Arthur Guez, Laurent Sifre, George Van Den Driessche, Julian Schrittwieser, Ioannis Antonoglou, Veda Panneershelvam, and Marc Lanctot, “Mastering the Game of Go with Deep Neural Networks and Tree Search,” Nature, Vol. 529, No. 7587, January 28, 2016, pp. 484–489. Sweeney, Latanya, “Discrimination in Online Ad Delivery,” ACM Queue, Vol. 11, No. 3, April 2, 2013, p. 10. Tett, Gillian, “Mapping Crime—Or Stirring Hate?” Financial Times, August 22, 2014. As of December 6, 2016: h t t p s : // w w w. f t . c o m /c o n t e n t / 2 0 0 b e b e e -2 8 b 9 -11e 4 - 8 b d a - 0 014 4 f e a b d c 0 Tufekci, Zeynep, “The Real Bias Built in at Facebook,” New York Times, May 19, 2016. As of December 6, 2016: http://w w w.nytimes.com/2016/05/19/opinion/the-real-bias-built-in-at-facebook. html References 33

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