Hanna Suominen

Instance level analysis of equitable learning via dissimilar variable grouping on healthcare datasets.

Machine learning models are increasingly deployed in healthcare, but their complexity can propagate biases and obscure decision-making that disproportionately affect vulnerable populations. While existing explainability methods focus on variable-level attribution, they often fail to capture how predictions and explanat...