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