From: A high-dimensionality-trait-driven learning paradigm for high dimensional credit classification
Single linear classifier | Single nonlinear classifier | ||||||||
---|---|---|---|---|---|---|---|---|---|
Total | TP | TN | AUC | Total | TP | TN | AUC | ||
Results of 10 experiments | 0.6972 | 0.7090 | 0.6845 | 0.7629 | Results of 10 experiments | 0.6537 | 0.7096 | 0.5941 | 0.7010 |
0.6888 | 0.7066 | 0.6714 | 0.7523 | 0.6514 | 0.7150 | 0.5891 | 0.6997 | ||
0.6986 | 0.7040 | 0.6929 | 0.7612 | 0.6459 | 0.7008 | 0.5887 | 0.6921 | ||
0.6848 | 0.6850 | 0.6846 | 0.7549 | 0.6498 | 0.6987 | 0.5992 | 0.7036 | ||
0.6845 | 0.6938 | 0.6751 | 0.7539 | 0.6437 | 0.7059 | 0.5800 | 0.6975 | ||
0.6867 | 0.7142 | 0.6588 | 0.7545 | 0.6423 | 0.6793 | 0.6049 | 0.6901 | ||
0.6913 | 0.6954 | 0.6870 | 0.7604 | 0.6527 | 0.6951 | 0.6081 | 0.7054 | ||
0.6836 | 0.7094 | 0.6588 | 0.7599 | 0.6414 | 0.7208 | 0.5652 | 0.6937 | ||
0.6754 | 0.6864 | 0.6645 | 0.7517 | 0.6419 | 0.6656 | 0.6186 | 0.6931 | ||
0.6995 | 0.7153 | 0.6835 | 0.7714 | 0.6568 | 0.7174 | 0.5954 | 0.7090 | ||
Average | 0.6890 | 0.7019 | 0.6761 | 0.7583 | Average | 0.6480 | 0.7008 | 0.5943 | 0.6985 |
Standard deviation | 0.0077 | 0.0110 | 0.0123 | 0.0061 | Standard deviation | 0.0056 | 0.0174 | 0.0150 | 0.0063 |
Linear ensemble classifier | Nonlinear ensemble classifier | ||||||||
---|---|---|---|---|---|---|---|---|---|
Total | TP | TN | AUC | Total | TP | TN | AUC | ||
Results of 10 experiments | 0.6921 | 0.7017 | 0.6819 | 0.7624 | Results of 10 experiments | 0.6595 | 0.7148 | 0.6004 | 0.7054 |
0.6883 | 0.7082 | 0.6689 | 0.7516 | 0.6593 | 0.7155 | 0.6043 | 0.7089 | ||
0.6919 | 0.6947 | 0.6890 | 0.7551 | 0.6570 | 0.7159 | 0.5956 | 0.7004 | ||
0.6479 | 0.6704 | 0.6246 | 0.6969 | 0.6077 | 0.7746 | 0.4355 | 0.6367 | ||
0.6852 | 0.7006 | 0.6693 | 0.7528 | 0.6456 | 0.6825 | 0.6078 | 0.6931 | ||
0.6367 | 0.6493 | 0.6238 | 0.6884 | 0.6000 | 0.7323 | 0.4658 | 0.6283 | ||
0.6889 | 0.6920 | 0.6857 | 0.7593 | 0.6570 | 0.7170 | 0.5938 | 0.7062 | ||
0.6847 | 0.7013 | 0.6687 | 0.7567 | 0.6513 | 0.7219 | 0.5836 | 0.7054 | ||
0.6796 | 0.6985 | 0.6610 | 0.7505 | 0.6518 | 0.6990 | 0.6054 | 0.7008 | ||
0.6968 | 0.7159 | 0.6775 | 0.7702 | 0.6681 | 0.7100 | 0.6256 | 0.7154 | ||
Average | 0.6792 | 0.6933 | 0.6650 | 0.7444 | Average | 0.6457 | 0.7184 | 0.5718 | 0.6901 |
Standard deviation | 0.0202 | 0.0195 | 0.0232 | 0.0280 | Standard deviation | 0.0229 | 0.0239 | 0.0652 | 0.0310 |