120 citations · 131 across the 16 of their papers we have counts for
17 papers
Optimal Combinatorial Testing with Constraints: The Balancing Act
Thiago Serra, Changkun Guan, Hunter Gehman +4
Imagine that you are in front of a cockpit with several on-off buttons. If you were to thoroughly test it, you would need to try a prohibitive number of configurations. But since m…
Assessing Group Fairness with Social Welfare Optimization
Violet Chen, J. N. Hooker, Derek Leben
Statistical parity metrics have been widely studied and endorsed in the AI community as a means of achieving fairness, but they suffer from at least two weaknesses. They disregard…
Operational Research: Methods and Applications
Fotios Petropoulos, Gilbert Laporte, Emel Aktas +79
Throughout its history, Operational Research has evolved to include a variety of methods, models and algorithms that have been applied to a diverse and wide range of contexts. This…
Political districting without geography
Gerdus Benade, Nam Ho-Nguyen, J. N. Hooker
Geographical considerations such as contiguity and compactness are necessary elements of political districting in practice. Yet an analysis of the problem without such constraints…
When is it permissible for artificial intelligence to lie? A trust-based approach
Tae Wan Kim, Tong, Lu +4
Conversational Artificial Intelligence (AI) used in industry settings can be trained to closely mimic human behaviors, including lying and deception. However, lying is often a nece…
Fairness through Social Welfare Optimization
Violet Xinying Chen, J. N. Hooker
We propose social welfare optimization as a general paradigm for formalizing fairness in AI systems. We argue that optimization models allow formulation of a wide range of fairness…