Structural causal models for macro-variables in time-series

Dominik Janzing, Paul Rubenstein, Bernhard Schölkopf

We consider a bivariate time series $(X_t,Y_t)$ that is given by a simple linear autoregressive model. Assuming that the equations describing each variable as a linear combination…