2020
Semi-supervised learning, causality, and the conditional cluster assumption
UAI 2020poster
While the success of semi-supervised learning (SSL) is still not fully understood, Schölkopf et al. (2012) have established a link to the principle of independent causal mechanisms. They conclude that SSL should be impossible when predicting a target variable from its causes, but possible when predi…