Causal Discovery under Latent Class Confounding

B Mazaheri, S Gordon, Y Rabani… - arXiv preprint arXiv …, 2023 - arxiv.org
Directed acyclic graphs are used to model the causal structure of a system.``Causal
discovery''describes the problem of learning this structure from data. When data is an …

Synthetic Potential Outcomes for Mixtures of Treatment Effects

B Mazaheri, C Squires, C Uhler - arXiv preprint arXiv:2405.19225, 2024 - arxiv.org
Modern data analysis frequently relies on the use of large datasets, often constructed as
amalgamations of diverse populations or data-sources. Heterogeneity across these smaller …