k-nearest neighbors (k = 5)
|
0.77 (0.46–0.95)
|
0.71
|
0.83
|
0.83
|
0.71
|
0.54
|
0.80 (0.54–1.00)
|
Naive Bayes (fL = 0, usekernel = TRUE, adjust = 1)
|
0.77 (0.46–0.95)
|
0.71
|
0.83
|
0.83
|
0.71
|
0.54
|
0.80 (0.54–1.00)
|
Decision tree (trials = 10, model = rules, window = TRUE)
|
0.85 (0.55–0.98)
|
0.86
|
0.83
|
0.86
|
0.83
|
0.69
|
0.85 (0.63–1.00)
|
Neural network (size = 3, decay = 1e-04)
|
0.85 (0.55–0.98)
|
0.86
|
0.83
|
0.86
|
0.83
|
0.69
|
0.85 (0.63–1.00)
|
Support vector machines (linear kernel) (C = 1)
|
0.85 (0.55–0.98)
|
0.86
|
0.83
|
0.86
|
0.83
|
0.69
|
0.85 (0.63–1.00)
|
Support vector machines (radial kernel) (sigma = 1.432815, C = 1)
|
0.77 (0.46–0.95)
|
0.71
|
0.83
|
0.83
|
0.71
|
0.54
|
0.85 (0.63–1.00)
|
Support vector machines (polynomial kernel) (degree = 1, scale = 0.1, C = 0.5)
|
0.85 (0.55–0.98)
|
0.86
|
0.83
|
0.86
|
0.83
|
0.69
|
0.85 (0.63–1.00)
|
Random forest (mtry = 32)
|
0.77 (0.46–0.95)
|
0.71
|
0.83
|
0.83
|
0.71
|
0.54
|
0.90 (0.74–1.00)
|
Mean value (SD)
|
0.81 (0.04)
|
0.79 (0.08)
|
0.83 (0.00)
|
0.85 (0.02)
|
0.77 (0.06)
|
0.62 (0.08)
|
0.85 (0.04)
|