"Understanding and improving the science behind the algorithms that run our lives is quickly becoming one of the most pressing issues of this century. Traditional solutions, such as laws, regulations and watchdog groups, have proven woefully inadequate, at best. Derived from the cutting-edge of scientific research, The Ethical Algorithm offers a new approach: a set of principled solutions based on the emerging and exciting science of socially aware algorithm design. Weaving together the science behind algorithm design with stories of citizens, lawyers, scientists, and activists experiencing the trial-and-error of research in real-time, Michael Kearns and Aaron Roth present a strikingly original way forward, showing how we can begin to work together to protect people from the unintended impacts of algorithms—and, sometimes, protect the science that could save us from ourselves." (Publisher description)
Introduction, 1
1 Algorithmic Privacy: From Anonymity to Noise, 22
2 Algorithmic Fairness: From Parity to Pareto, 57
3 Games People Play (With Algorithms), 94
4 Lost in the Garden: Led Astray by Data, 137
5 Risky Business: Interpretability, Morality, and the Singularity, 169
Some Concluding Thoughts, 189