1 code implementation • 3 Sep 2019 • Guy W. Cole, Sinead A. Williamson
Classifiers that achieve demographic balance by explicitly using protected attributes such as race or gender are often politically or culturally controversial due to their lack of individual fairness, i. e. individuals with similar qualifications will receive different outcomes.
no code implementations • 3 Apr 2019 • Guy W. Cole, Sinead A. Williamson
For example, in an email network, the volume of communication between two users and the content of that communication can give us information about both the strength and the nature of their relationship.
no code implementations • 7 Jun 2018 • Maurice Diesendruck, Ethan R. Elenberg, Rajat Sen, Guy W. Cole, Sanjay Shakkottai, Sinead A. Williamson
Deep generative networks can simulate from a complex target distribution, by minimizing a loss with respect to samples from that distribution.
no code implementations • ICLR 2018 • Maurice Diesendruck, Guy W. Cole, Sinead Williamson
In this paper, we construct an estimator for the MMD between P and Q when we only have access to P via some biased sample selection mechanism, and suggest methods for estimating this sample selection mechanism when it is not already known.