Scalable Ensemble Learning for Causality Discovery
Baselines:
Single causality method:
Granger causality (GC)
baseline_GC.py
PCMCI(Nonlinear)
baseline_PCMCI.py
PCMCI(Linear)
baseline_PCMCI_linear.py
Dynamic Bayesian networks (DBN)
baseline_DBN.py
One-Phase Ensemble
Data-Level Ensemble
baseline_data_ensemble_gc.py
baseline_data_ensemble_pcmci.py
baseline_data_ensemble_pcmci_linear.py
baseline_data_ensemble_dbn.py
Algorithm-Level Ensemble (Nonlinear)
baseline_algorithm_ensemble.py
Algorithm-Level Ensemble (Linear)
baseline_algorithm_linear_ensemble.py
Parallel Ensemble Causality
Two-Phase Ensemble Causality
Data-Algorithm Ensemble(Nonlinear)
two_phase_data_algorithm.py
Algorithm-Data Ensemble(Nonlinear)
two_phase_algorithm_data.py
Data-Algorithm Ensemble(Nonlinear)
two_phase_linear_data_algorithm.py
Algorithm-Data Ensemble(Nonlinear)
two_phase_linear_algorithm_data.py