Minchuan Xu

Efficient Constraint-based Window Causal Graph Discovery in Time Series with Multiple Time Lags

We address the identification of direct causes in time series with multiple time lags, and propose a constraint-based window causal graph discovery method. A key advantage of our method is that the number of required conditional independence (CI) tests scales quadratically with the number of sub-ser