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. 2022 Nov 3;5:1028978. doi: 10.3389/frai.2022.1028978

Table 5.

Performance results (mean, SD, and p-value with respect to different evaluation metrics) between the AE and the SCDA model on three different test datasets at different missing ratios (0%, 10% and 20%).

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)