Causal Inference in Non-linear Time-series using Deep Networks and Knockoff Counterfactuals

Wasim Ahmad, Maha Shadaydeh, Joachim Denzler

Estimating causal relations is vital in understanding the complex interactions in multivariate time series. Non-linear coupling of variables is one of the major challenges inaccura…