Machine learning is increasingly used to inform consequential decisions. Yet, these predictive models have been found to exhibit unexpected defects when trained on real-world observational data, which are plagued with confounders and biases. Thus, it is critical to involve domain experts in an interactive process of developing predictive models;...
Bastani, Hamsa (Wharton School of the University of Pennsylvania)
University of Minnesota, Institute for Mathematics and its Applications.