Inferring Cause and Effect in the Presence of Heteroscedastic Noise

Sascha Xu, Osman Ali Mian, Alexander Marx, Jilles Vreeken

Abstract: We study the problem of identifying cause and effect over two univariate continuous variables $X$ and $Y$ from a sample of their joint distribution. Our focus lies on the setting when the variance ...