1 code implementation • 14 Feb 2020 • Daniel Steinberg, Alistair Reid, Simon O'Callaghan, Finnian Lattimore, Lachlan McCalman, Tiberio Caetano
Most work in algorithmic fairness to date has focused on discrete outcomes, such as deciding whether to grant someone a loan or not.
3 code implementations • 16 Jan 2020 • Daniel Steinberg, Alistair Reid, Simon O'Callaghan
For the regression setting we introduce tractable approximations of the independence, separation and sufficiency criteria by observing that they factorise as ratios of different conditional probabilities of the protected attributes.
no code implementations • NeurIPS 2016 • Ransalu Senanayake, Lionel Ott, Simon O'Callaghan, Fabio T. Ramos
We consider the problem of building continuous occupancy representations in dynamic environments for robotics applications.