How good is your synthetic data? SynthRO, a dashboard to evaluate and benchmark synthetic tabular data

Table 2 Implemented criteria for assigning ranks in a ranking list, divided by metric

Metrics Categorization			Low Rank Criteria
Resemblance	URA	Numerical tests	% accepted features ↑
		Categorical tests	% rejected features ↑
		Distance metrics	Average distance ↓
	MRA	Correlation matrices	Average matrices difference ↓
		Contingency tables	Average tables difference ↓
		Principal Component Analysis	RMSE real vs. synthetic ↓
	DLA		Average F1 score ↓
Utility		TRTR vs. TSTR	Average F1 scores difference ↓
Privacy	SEA	Cosine similarity	Average distance ↓
		Euclidean distance	Average distance ↑
		Hausdorff distance	Average distance ↑
	MIA		Accuracy ↓
	AIA		Accuracy ↓	RMSE ↑

ISSN: 1472-6947