Predicting Pulsars from Imbalanced Dataset with Hybrid Resampling Approach

Table 17

Performance comparison with previous studies.

Study	Model	Year	Accuracy	F1 score
[6]	GH-VFDT	2017	0.978	0.862
[14]	RTB-VC	2020	0.983	0.982
[48]	Ensemble	2021	0.980	—
[53]	LR	2021	0.970	0.870
[54]	RF	2021	0.980	0.880
Current study	ETC	2021	0.992	0.993