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Dataset

The following table contains F1-scores of some competitive causal discovery algorithms on the real-world alarm datasets used in the PCIC competition 2021.

We believe the THP algorithm (last line) is the current SOTA. You are welcome to contact us if you have another (public) algorithm that obtains good scores and we will add it to the table.

Algorithm 18V_55N_Wireless 24V_439N_Microwave 25V_474N_Microwave Reference
PC 0.4299 0.2270 0.1923 link
DirectLiNGAM 0.1609 0.0625 0.0761 link
ICALiNGAM 0.1915 0.0513 0.0442 link
GES 0.3393 0.3054 0.2008 link
NOTEARS 0.1957 0.1435 0.1441 link
ADM4 0.4074 0.2620 0.2518 link
MLE_SGL 0.3739 0.3252 0.3050 link
PCMCI 0.4226 0.3268 0.2919 link
THP 0.5765 0.3719 0.3387 link

The F1-score is defined as follows:

image
where P is the set of all directed edges in the learned causal graph G and S is the set of ground-truth edges.