James Melbourne

Frequency-Domain Better than Time-Domain for Causal Structure Recovery in Dynamical Systems on Networks

Learning causal effects from data is a fundamental and well-studied problem across science, especially when the cause-effect relationship is static in nature. However, causal effect is less explored when there are dynamical dependencies, i.e., when dependencies exist between entities across time. In…