Year: 2022
Type: preprint
Abstract: Given a square integrable m-dimensional random variable $X$ on a probability space $(Ω.\mathcal F,\Pr)$ and a sub sigma algebra $\mathcal A$, we show that there exists another m-dimensional random variable $Y$, independent of $\mathcal A$ and minimising the $L^2$ distance to $X$. Such results have an importance to fairness and bias reduction in Artificial Intelligence, Machine Learning and Network Theory.
Source: arXiv (Cornell University)
Authors: Delbaen, Freddy, Majumdar, Chitro
Language: English
Subfield: Statistics and Probability
Field: Mathematics
Domain: Physical Sciences
Open Access status: green
OpenAlex ID: W4281649340