Table 5.
Metrics | Data | Model | Missing ratio | |||||
---|---|---|---|---|---|---|---|---|
0% | 10% | 20% | ||||||
mean (SD) | p -value | mean (SD) | p -value | mean (SD) | p -value | |||
CR (accuracy) | Yeast | SCDA | 0.9999 (0.0) | 0.0090 | 0.9979 (0.0) | 0.0422 | 0.9970 (0.0) | 0.4710 |
AE | 1.0000 (0.0) | 0.9980 (0.0) | 0.9979 (0.0) | |||||
HLA | SCDA | 0.9947 (0.0008) | 0.0103 | 0.9421 (0.0003) | 0.0019 | 0.9416 (0.0002) | 0.0014 | |
AE | 1.0000 (0.0) | 0.9468 (0.0001) | 0.9459 (0.0001) | |||||
LOS | SCDA | 0.9983 (0.0003) | 0.0141 | 0.9005 (0.0007) | 0.0393 | 0.8999 (0.0007) | 0.0166 | |
AE | 0.9999 (0.0) | 0.9011 (0.0006) | 0.9005 (0.0007) | |||||
Hellinger score | Yeast | SCDA | 0.9979 (0.0007) | 0.0540 | 0.9974 (0.0005) | 0.0312 | 0.9963 (0.0006) | 0.0240 |
AE | 1.0000 (0.0) | 0.9995 (0.0001) | 0.9991 (0.0) | |||||
HLA | SCDA | 0.9843 (0.0016) | 0.0056 | 0.9506 (0.0010) | 0.0004 | 0.9192 (0.0017) | 0.0001 | |
AE | 0.9995 (0.0) | 0.9765 (0.0005) | 0.9518 (0.0012) | |||||
LOS | SCDA | 0.9880 (0.0010) | 0.0037 | 0.9404 (0.0028) | 0.0048 | 0.9043 (0.0007) | 0.0004 | |
AE | 0.9993 (0.0001) | 0.9687 (0.0001) | 0.9384 (0.0005) | |||||
Minimum Hellinger score | Yeast | SCDA | 0.7180 (0.0049) | 0.0002 | 0.6477 (0.0056) | 0.0006 | 0.6151 (0.0076) | 0.0017 |
AE | 0.9765 (0.0004) | 0.8389 (0.0018) | 0.7551 (0.0020) | |||||
HLA | SCDA | 0.8245 (0.0157) | 0.0047 | 0.5596 (0.0118) | 0.1395 | 0.5022 (0.0092) | 0.0391 | |
AE | 0.9826 (0.0003) | 0.5753 (0.0042) | 0.5119 (0.0072) | |||||
LOS | SCDA | 0.7058 (0.0175) | 0.0021 | 0.1626 (0.0015) | 0.0054 | 0.1049 (0.0019) | 0.0002 | |
AE | 0.9471 (0.0048) | 0.2079 (0.0033) | 0.1413 (0.0012) | |||||
SEN score | Yeast | SCDA | 1.0000 (0.0) | 0.0007 | 0.9999 (0.0) | 0.0018 | 0.9999 (0.0) | 0.0070 |
AE | 1.0000 (0.0) | 1.0000 (0.0) | 0.9999 (0.0) | |||||
HLA | SCDA | 0.9981 (0.0003) | 0.0130 | 0.9952 (0.0004) | 0.0156 | 0.9929 (0.0002) | 0.0014 | |
AE | 1.0000 (0.0) | 0.9977 (0.0) | 0.9953 (0.0001) | |||||
LOS | SCDA | 0.9995 (0.0001) | 0.0227 | 0.9958 (0.0) | 0.0003 | 0.9925 (0.0) | 0.0014 | |
AE | 1.0000 (0.0) | 0.9970 (0.0) | 0.9940 (0.0) | |||||
Minimum SEN score | Yeast | SCDA | 0.9795 (0.0003) | 0.0001 | 0.9636 (0.0007) | 0.0010 | 0.9526 (0.0013) | 0.0038 |
AE | 0.9976 (0.0001) | 0.9821 (0.0001) | 0.9700 (0.0002) | |||||
HLA | SCDA | 0.9702 (0.0043) | 0.0106 | 0.8436 (0.0036) | 0.0027 | 0.8195 (0.0048) | 0.0045 | |
AE | 0.9991 (0.0001) | 0.8591 (0.0026) | 0.8301 (0.0041) | |||||
LOS | SCDA | 0.9681 (0.0062) | 0.0188 | 0.6389 (0.0007) | 0.0019 | 0.5751 (0.0035) | 0.0015 | |
AE | 0.9976 (0.0006) | 0.6719 (0.0025) | 0.6059 (0.0019) | |||||
IQS | Yeast | SCDA | 0.9998 (0.0) | 0.0090 | 0.9993 (0.0) | 0.0001 | 0.9990 (0.0) | 0.0107 |
AE | 1.0000 (0.0) | 0.9996 (0.0) | 0.9991 (0.0) | |||||
HLA | SCDA | 0.9604 (0.0056) | 0.0099 | 0.9115 (0.0067) | 0.0129 | 0.8678 (0.0057) | 0.0113 | |
AE | 0.9996 (0.0001) | 0.9515 (0.0002) | 0.9044 (0.0022) | |||||
LOS | SCDA | 0.9899 (0.0040) | 0.0730 | 0.9145 (0.0023) | 0.0064 | 0.8470 (0.0023) | 0.0079 | |
AE | 0.9997 (0.0001) | 0.9355 (0.0003) | 0.8681 (0.0005) |