2 papers
cs.LG2021
A Primer on Deep Learning for Causal Inference
Bernard Koch, Tim Sainburg, Pablo Geraldo +3
This review systematizes the emerging literature for causal inference using deep neural networks under the potential outcomes framework. It provides an intuitive introduction on ho…
stat.OT2019
Uncovering Sociological Effect Heterogeneity using Machine Learning
Jennie E. Brand, Jiahui Xu, Bernard Koch +1
Individuals do not respond uniformly to treatments, events, or interventions. Sociologists routinely partition samples into subgroups to explore how the effects of treatments vary…