1 citations · 1 across the 2 of their papers we have counts for
2 papers
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…
stat.ML2019★ 1 cited
Integrating Markov processes with structural causal modeling enables counterfactual inference in complex systems
Robert Osazuwa Ness, Kaushal Paneri, Olga Vitek
This manuscript contributes a general and practical framework for casting a Markov process model of a system at equilibrium as a structural causal model, and carrying out counterfa…