Skip to main content

Advertisement

Table 2 Implementation results for other datasets with 5-fold CV

From: Logistic regression model training based on the approximate homomorphic encryption

Dataset Sample Feature Method degg Iter Enc Learn Storage Accuracy AUC
  num num    num time time    
Edinburgh 1253 9 Ours 5 7 2s 3.6 min 0.02 GB 91.04% 0.958
    [13] 3 25 12s 114 min 0.69 GB 86.03% 0.956
    [13] 7 20 12s 114 min 0.71 GB 86.19% 0.954
lbw 189 9 Ours 5 7 2s 3.3 min 0.02 GB 69.19% 0.689
    [13] 3 25 11s 99 min 0.67 GB 69.30% 0.665
    [13] 7 20 11s 86 min 0.70 GB 69.29% 0.678
nhanes3 15649 15 Ours 5 7 14s 7.3 min 0.16 GB 79.22% 0.717
    [13] 3 25 21s 235 min 1.15 GB 79.23% 0.732
    [13] 7 20 21s 208 min 1.17 GB 79.23% 0.737
pcs 379 9 Ours 5 7 2s 3.5 min 0.02 GB 68.27% 0.740
    [13] 3 25 11s 103 min 0.68 GB 68.85% 0.742
    [13] 7 20 11s 97 min 0.70 GB 69.12% 0.750
uis 575 8 Ours 5 7 2s 3.5 min 0.02 GB 74.44% 0.603
    [13] 3 25 10s 104 min 0.61 GB 74.43% 0.585
    [13] 7 20 10s 96 min 0.63 GB 75.43% 0.617