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

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———, “Differential Privacy: A Survey of Results,” International Conference on Theory and Applications of Models of Computation, New York: Springer, 2008b, pp. 1–19. Dwork, Cynthia, Moritz Hardt, Toniann Pitassi, Omer Reingold, and Richard Zemel, “Fairness Through Awareness,” Proceedings of the 3rd Innovations in Theoretical Computer Science Conference, Cambridge, Mass., January 8–10, 2012, pp. 214–226. Dwoskin, Elizabeth, “Social Bias Creeps into New Web Technology,” Wall Street Journal, August 21, 2015. As of December 5, 2016: http://www.wsj.com/articles/ computers-are-showing-their-biases-and-tech-firms-are-concerned-1440102894 Equal Employment Opportunity Act of 1972. As of March 8, 2017: https://www.eeoc.gov/eeoc/history/35th/thelaw/eeo_1972.html Executive Office of the President, Big Data: Seizing Opportunities, Preserving Values, Washington, D.C., May 2014. As of February 3, 2017: https://obamawhitehouse.archives.gov/sites/default/files/docs/big_data_privacy_ report_5.1.14_final_print.pdf ———, Preparing for the Future of Artificial Intelligence, Washington, D.C., October 2016. As of February 3, 2017: https://obamawhitehouse.archives.gov/sites/default/files/whitehouse_files/ microsites/ostp/NSTC/preparing_for_the_future_of_ai.pdf Feldman, Michael, Sorelle A. Friedler, John Moeller, Carlos Scheidegger, and Suresh Venkatasubramanian, “Certifying and Removing Disparate Impact,” Proceedings of the 21st ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Sydney, Australia, August 10–13, 2015, pp. 259–268. Friedman, Batya, and Helen Nissenbaum, “Bias in Computer Systems,” ACM Transactions on Information Systems, Vol. 14, No. 3, July 1996, pp. 330–347. Gale, David, and Lloyd S. Shapley, “College Admissions and the Stability of Marriage,” American Mathematical Monthly, Vol. 69, No. 1, January 1962, pp. 9–15. Gandy, Oscar H., Jr., “Engaging Rational Discrimination: Exploring Reasons for Placing Regulatory Constraints on Decision Support Systems,” Ethics and Information Technology, Vol. 12, No. 1, March 2010, pp. 29–42. Gangadharan, Seeta Peña, V. Eubanks, and S. Barocas, Data and Discrimination: Collected Essays, Washington, D.C.: Open Technology Institute, 2015. Goddard, Kate, Abdul Roudsari, and Jeremy C. Wyatt, “Automation Bias: A Systematic Review of Frequency, Effect Mediators, and Mitigators,” Journal of the American Medical Informatics Association, Vol. 19, No. 1, January–February 2012, pp. 121–127. Griggs v. Duke Power Co., 401 U.S. 424, 1971. References 31

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