2 papers
cs.LG2021
Multi-treatment Effect Estimation from Biomedical Data
Raquel Aoki, Yizhou Chen, Martin Ester
This work proposes the M3E2, a multi-task learning neural network model to estimate the effect of multiple treatments. In contrast to existing methods, M3E2 can handle multiple tre…
cs.LG2020
ParKCa: Causal Inference with Partially Known Causes
Raquel Aoki, Martin Ester
Methods for causal inference from observational data are an alternative for scenarios where collecting counterfactual data or realizing a randomized experiment is not possible. Ado…