research
∙
09/04/2023
Measuring, Interpreting, and Improving Fairness of Algorithms using Causal Inference and Randomized Experiments
Algorithm fairness has become a central problem for the broad adoption o...
share
research
∙
03/04/2023
Estimating Treatment Effects from Irregular Time Series Observations with Hidden Confounders
Causal analysis for time series data, in particular estimating individua...
research
∙
02/19/2023
Estimating Treatment Effects in Continuous Time with Hidden Confounders
Estimating treatment effects plays a crucial role in causal inference, h...
research
∙
09/19/2022
Sparse Interaction Additive Networks via Feature Interaction Detection and Sparse Selection
There is currently a large gap in performance between the statistically ...
research
∙
03/01/2021