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

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32 An Intelligence in Our Image Grimmelmann, James, and Arvind Narayanan, “The Blockchain Gang,” Slate, February 16, 2016. As of December 5, 2016: http://www.slate.com/articles/technology/future_tense/2016/02/bitcoin_s_ blockchain_technology_won_t_change_everything.html Hardt, Moritz, “How Big Data Is Unfair: Understanding Sources of Unfairness in Data Driven Decision Making,” Medium, September 26, 2014. As of December 5, 2016: https://medium.com/@mrtz/how-big-data-is-unfair-9aa544d739de Hume, David, An Enquiry Concerning Human Understanding: A Critical Edition, Tom L. Beauchamp, ed., Vol. 3, New York: Oxford University Press, 2000. Jaimovich, Nir, and Henry E. Siu, “The Trend Is the Cycle: Job Polarization and Jobless Recoveries,” paper, Cambridge, Mass.: National Bureau of Economic Research, 2012. Larson, Jeff, Surya Mattu, Lauren Kirchner, and Julia Angwin, “How We Analyzed the COMPAS Recidivism Algorithm,” ProPublica, May 23, 2016. As of December 6, 2016: https://www.propublica.org/article/ how-we-analyzed-the-compas-recidivism-algorithm Lazer, David, Ryan Kennedy, Gary King, and Alessandro Vespignani, “Google Flu Trends Still Appears Sick: An Evaluation of the 2013–2014 Flu Season,” paper, Rochester, N.Y.: Social Science Electronic Publishing, Inc., March 13, 2014. As of February 2, 2017: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=2408560 Lee, Peter, “Learning from Tay’s introduction,” blog, Microsoft website, March 25, 2016. As of December 5, 2016: http://blogs.microsoft.com/blog/2016/03/25/learning-tays-introduction/#sm.0001 v8vtz3qddejwq702cv2annzcz Madrigal, Alexis C., “IBM’s Watson Memorized the Entire ‘Urban Dictionary,’ Then His Overlords Had to Delete It,” Atlantic, January 10, 2013. As of December 5, 2016: http://www.theatlantic.com/technology/archive/2013/01/ibms-watson-memorized- the-entire-urban-dictionary-then-his-overlords-had-to-delete-it/267047/ Marantz, Andrew, “When an App Is Called Racist,” New Yorker, July 29, 2015. As of December 5, 2016: http://www.newyorker.com/business/currency/what-to-do-when-your-app-is-racist McCleskey v. Kemp, 481 U.S. 279, 1987. Minsky, Marvin, “Steps Toward Artificial Intelligence,” Proceedings of the IRE, Vol. 49, No. 1, 1961, pp. 8–30.

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