This repository is the implementation of an accelerated version of DyCause as in [^1]. The main experiment records are in effcause-exps.ipynb.

Other important files:

• main_effcause.py EffCause algorithm.
• main_dycause_mp_new.py DyCause algorithm.
• effcause_rca.py EffCause for RCA.
• ***_test.py are the test scripts on different datasets.
• environment.yaml the environment configuration.
• r/* nonlinear Granger causality test. This has not been integrated into EffCause for efficiency problems. Please install a R environment and the R package generalCorr before using.

Note: Some data loading functions in the folder utility_funcs may have a little path bugs. Please modify them if data loading errors occur.