Table A3.

Performance evaluation metrics used in CVD risk assessment.

SN	Sample-Based Performance Metrics	Mathematical Expression
1	Hamming Loss, HL	$\mathrm{HL}\left(\mathrm{C},\mathrm{E}\right)=\frac{1}{\left|\mathrm{E}\right|}{\displaystyle {\displaystyle \sum }_{\mathrm{i}=1}^{\left|\mathrm{E}\right|}}\frac{\left|{\mathrm{Q}}_{\mathrm{i}}\Delta {\mathrm{M}}_{\mathrm{i}}\right|}{\left|\mathrm{L}\right|}$
2	Jaccard Score, JS	$\mathrm{JS}=\frac{1}{\left|\mathrm{E}\right|}{\displaystyle {\displaystyle \sum }_{\mathrm{i}=1}^{\left|\mathrm{E}\right|}}\frac{\left|{\mathrm{Q}}_{\mathrm{i}}\hspace{0.17em}{\displaystyle \cap }\hspace{0.17em}{\mathrm{M}}_{\mathrm{i}}\right|}{\left|{\mathrm{Q}}_{\mathrm{i}}\hspace{0.17em}{\displaystyle \cup }\hspace{0.17em}{\mathrm{M}}_{\mathrm{i}}\right|}$
3	Precision, Pe	$\mathrm{Pe}\left(\mathrm{C},\mathrm{E}\right)=\frac{1}{\left|\mathrm{E}\right|}{\displaystyle {\displaystyle \sum }_{\mathrm{i}=1}^{\left|\mathrm{E}\right|}}\frac{\left|{\mathrm{Q}}_{\mathrm{i}}\hspace{0.17em}{\displaystyle \cap }\hspace{0.17em}{\mathrm{M}}_{\mathrm{i}}\right|}{\left|\mathrm{Mi}\right|}$
4	Recall, Re	$\mathrm{Re}\left(\mathrm{C},\mathrm{E}\right)=\frac{1}{\left|\mathrm{E}\right|}{\displaystyle {\displaystyle \sum }_{\mathrm{i}=1}^{\left|\mathrm{D}\right|}}\frac{\left|{\mathrm{Q}}_{\mathrm{i}}\hspace{0.17em}{\displaystyle \cap }\hspace{0.17em}{\mathrm{M}}_{\mathrm{i}}\right|}{\left|{\mathrm{Q}}_{\mathrm{i}}\right|}$
5	F1-score, F1	$\mathrm{F}1\left(\mathrm{C},\mathrm{D}\right)=\frac{1}{\left|\mathrm{E}\right|}{\displaystyle {\displaystyle \sum }_{\mathrm{i}=1}^{\left|\mathrm{E}\right|}}\frac{2\left|{\mathrm{Q}}_{\mathrm{i}}\hspace{0.17em}{\displaystyle \cap }\hspace{0.17em}\mathrm{Mi}\right|}{\left|{\mathrm{Q}}_{\mathrm{i}}\right|+\left|\mathrm{Mi}\right|}$
6	$\mathrm{Subset}\mathrm{Accuracy},{\mathrm{Acc}}_{\mathrm{Subset}}$	${\mathrm{Acc}}_{\mathrm{Subset}}=\frac{1}{\left|\mathrm{E}\right|}{\displaystyle {\displaystyle \sum }_{\mathrm{i}=1}^{\left|\mathrm{E}\right|}}\mathrm{I}\left({\mathrm{M}}_{\mathrm{i}}={\mathrm{Q}}_{\mathrm{i}}\right)$