Table 5 Comparison of performance measures standard deviation
From: Modelling customers credit card behaviour using bidirectional LSTM neural networks
Classifier | Accuracy STD (%) | AUC STD (%) | Brier score STD | Time of training in s |
|---|---|---|---|---|
GB | 0.41 | 0.52 | 0.25 | 7.4 |
BNN | 0.47 | 0.42 | 0.22 | 306 |
SVM | 0.46 | 1.03 | 0.29 | 84 |
RF | 0.47 | 0.47 | 0.18 | 8.5 |
LOGR | 0.41 | 0.71 | 0.19 | 0.2 |
Bidirectional LSTM | 0.37 | 0.41 | 0.2 | 127 |