2 papers
q-bio.BM2022
Experimental design for causal query estimation in partially observed biomolecular networks
Sara Mohammad-Taheri, Vartika Tewari, Rohan Kapre +5
Estimating a causal query from observational data is an essential task in the analysis of biomolecular networks. Estimation takes as input a network topology, a query estimation me…
q-bio.QM2021
Leveraging Structured Biological Knowledge for Counterfactual Inference: a Case Study of Viral Pathogenesis
Jeremy Zucker, Kaushal Paneri, Sara Mohammad-Taheri +8
Counterfactual inference is a useful tool for comparing outcomes of interventions on complex systems. It requires us to represent the system in form of a structural causal model, c…