Table 3.
AUC values of the proposed and alternate methods for the three multimorbidity datasets. Each experiment was executed 100 times and the average values along with the standard deviations are reported.
Method | MM1 | MM2 | MM3 | |||
---|---|---|---|---|---|---|
AUC | AUROC | AUC | AUROC | AUC | AUROC | |
CN | 0.8215 ± 0.0012 | 0.8329 ± 0.0011 | 0.8101 ± 0.0018 | 0.8254 ± 0.0017 | 0.7584 ± 0.0012 | 0.7978 ± 0.0010 |
LCL | 0.8184 ± 0.0012 | 0.8302 ± 0.0011 | 0.8018 ± 0.0019 | 0.8179 ± 0.0017 | 0.7480 ± 0.0011 | 0.7892 ± 0.0009 |
RA | 0.8201 ± 0.0012 | 0.8317 ± 0.0011 | 0.8071 ± 0.0019 | 0.8227 ± 0.0017 | 0.7556 ± 0.0012 | 0.7955 ± 0.0010 |
AA | 0.8207 ± 0.0012 | 0.8322 ± 0.0011 | 0.8085 ± 0.0019 | 0.8239 ± 0.0017 | 0.7565 ± 0.0012 | 0.7963 ± 0.0010 |
CRA | 0.8181 ± 0.0012 | 0.8299 ± 0.0011 | 0.8012 ± 0.0019 | 0.8173 ± 0.0017 | 0.7479 ± 0.0012 | 0.7892 ± 0.0010 |
CAA | 0.8191 ± 0.0012 | 0.8309 ± 0.0011 | 0.8022 ± 0.0019 | 0.8182 ± 0.0017 | 0.7482 ± 0.0012 | 0.7894 ± 0.0010 |
CPA | 0.8205 ± 0.0012 | 0.8322 ± 0.0011 | 0.8067 ± 0.0018 | 0.8224 ± 0.0017 | 0.7547 ± 0.0012 | 0.7949 ± 0.0010 |
JC | 0.6340 ± 0.0013 | 0.6588 ± 0.0012 | 0.5392 ± 0.0023 | 0.5768 ± 0.0021 | 0.5481 ± 0.0018 | 0.6216 ± 0.0015 |
PA | 0.7975 ± 0.0012 | 0.8109 ± 0.0011 | 0.7896 ± 0.0018 | 0.8065 ± 0.0017 | 0.7296 ± 0.0010 | 0.7743 ± 0.0009 |
CAR | 0.8205 ± 0.0012 | 0.8321 ± 0.0011 | 0.8067 ± 0.0019 | 0.8223 ± 0.0017 | 0.7547 ± 0.0012 | 0.7949 ± 0.0010 |
CJC | 0.7990 ± 0.0013 | 0.8123 ± 0.0012 | 0.7812 ± 0.0020 | 0.7989 ± 0.0018 | 0.7330 ± 0.0011 | 0.7768 ± 0.0009 |
PRA | 0.8483 ± 0.0010 | 0.8579 ± 0.0010 | 0.8153 ± 0.0016 | 0.8303 ± 0.0015 | 0.7508 ± 0.0010 | 0.7916 ± 0.0009 |
PROP | 0.8604 ± 0.0010 | 0.8691 ± 0.0009 | 0.8420 ± 0.0016 | 0.8546 ± 0.0015 | 0.7747 ± 0.0011 | 0.8115 ± 0.0009 |
Bold values indicate best performance.