no code implementations • 28 Jul 2023 • Sina Shaham, Arash Hajisafi, Minh K Quan, Dinh C Nguyen, Bhaskar Krishnamachari, Charith Peris, Gabriel Ghinita, Cyrus Shahabi, Pubudu N. Pathirana
Privacy and fairness are two crucial pillars of responsible Artificial Intelligence (AI) and trustworthy Machine Learning (ML).
no code implementations • 5 Feb 2023 • Sina Shaham, Gabriel Ghinita, Cyrus Shahabi
We propose techniques to mitigate location bias in machine learning.
no code implementations • 4 Apr 2022 • Sina Shaham, Gabriel Ghinita, Cyrus Shahabi
We introduce the concept of spatial data fairness to address the specific challenges of location data and spatial queries.