Auyon Siddiq

Discovering Causal Models with Optimization: Confounders, Cycles, and Instrument Validity

2024 · Management Science

We propose a new optimization-based method for learning causal structures from observational data, a process known as causal discovery. Our method takes as input observational data over a set of variables and returns a graph …