Table 9.
Results of experiment 4 data set II: classification of miscarriage patients using multiple kernels derived from clinical data
Classifier | Mean - error of AUC | Std. - error of AUC | pvalue |
---|---|---|---|
SVM L2 MKL | 0.1975 | 0.0037 | - |
LSSVM L2 MKL | 0.2002 | 0.0049 | 0.0712 |
LSSVM L∞ (0.5) MKL | 0.2027 | 0.0045 | 9.77 · 10-4 |
SVM L∞ MKL | 0.2109 | 0.0040 | 9.55 · 10-12 |
SVM L∞ (0.5) MKL | 0.2168 | 0.0040 | 1.79 · 10-12 |
LSSVM L1 MKL | 0.2132 | 0.0029 | 1.11 · 10-13 |
SVM L1 MKL | 0.2297 | 0.0038 | 1.10 · 10-15 |
LSSVM L∞ MKL | 0.2319 | 0.0015 | 3.42 · 10-21 |
Results of experiment 4 data set II: classification of miscarriage patients using multiple kernels derived from clinical data. The classifier with the best performance is shown in bold. The p-values are compared with the best performance using a paired t-test. The performance of classifiers is sorted from high to low according to the p-values.