Fairness and representation in satellite-based poverty maps: Evidence of urban-rural disparities and their impacts on downstream policy

E Aiken, E Rolf, J Blumenstock - arxiv preprint arxiv:2305.01783, 2023 - arxiv.org
Poverty maps derived from satellite imagery are increasingly used to inform high-stakes
policy decisions, such as the allocation of humanitarian aid and the distribution of …

[BOOK][B] Incorporating Intent, Impact, and Context for Beneficial Machine Learning

EG Rolf - 2022 - search.proquest.com
Advancements in machine learning hold unprecedented potential to help humans
understand and shape our world, from deriving data-driven policies with global prediction …