|
LACE (4)
|
2.97 ± 0.15
|
68.67 ± 3.86
|
5.70 ± 0.29
|
70.58 ± 1.88
|
34.63 ± 0.00
|
|
Logistic Regression: original features (70)
|
45.76 ± 15.72
|
4.00 ± 2.00
|
7.35 ± 3.59
|
80.46 ± 2.43
|
10.26 ± 2.23
|
|
Logistic Regression: original features (27)
|
43.62 ± 20.73
|
5.00 ± 1.05
|
8.84 ± 2.00
|
82.88 ± 3.57
|
11.66 ± 3.54
|
|
Random Forest: original features (70)
|
100.00 ± 0.00
|
41.33 ± 3.86
|
58.39 ± 3.79
|
97.89 ± 0.71
|
70.15 ± 4.23
|
|
Xgboost: original features (70)
|
93.23 ± 5.35
|
45.67 ± 3.89
|
61.25 ± 4.32
|
97.95 ± 0.52
|
66.52 ± 2.23
|
|
Catboost 1 (C1): original features (70)
|
93.77 ± 4.05
|
53.33 ± 5.27
|
67.80 ± 4.47
|
99.03 ± 0.07
|
75.15 ± 1.92
|
|
Catboost 2: features in C1 with importance > 0.5 (35)
|
95.12 ± 2.54
|
56.00 ± 5.33
|
70.29 ± 3.84
|
99.04 ± 0.09
|
76.11 ± 2.45
|
|
Catboost 3: features in C1 with importance > 0.6 (28)
|
95.09 ± 3.09
|
55.33 ± 5.31
|
69.74 ± 3.99
|
99.08 ± 0.08
|
76.69 ± 1.85
|
|
Catboost 4: features in C1 with importance > 0.8 (21)
|
94.70 ± 3.52
|
56.00 ± 6.02
|
70.10 ± 4.40
|
99.09 ± 0.08
|
77.11 ± 1.93
|
|
Catboost 5: features in C1 with importance > 0.9 (19)
|
93.20 ± 1.59
|
55.33 ± 5.72
|
69.29 ± 4.76
|
99.07 ± 0.10
|
76.80 ± 1.64
|
|
Catboost 6: features in C1 with importance > 1.1 (14)
|
91.46 ± 2.12
|
56.67 ± 4.47
|
69.86 ± 3.51
|
99.00 ± 0.11
|
76.97 ± 2.90
|
