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effcause_release_with_nlgc's Introduction

EffCause

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.

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