Table 16.
Performance evaluation before and after grouping in terms of accuracy measure.
Classifier | All | Caucasian | Hispanic | Females | Males | Age ≤ 50 | Age > 50 |
---|---|---|---|---|---|---|---|
DT | 0.5876 | 0.7285 | 0.6260 | 0.7119 | 0.5256 | 0.7064 | 0.6061 |
LDA | 0.6861 | 0.6908 | 0.6423 | 0.6695 | 0.6538 | 0.6514 | 0.6667 |
LR | 0.6861 | 0.6887 | 0.6260 | 0.6102 | 0.6474 | 0.6697 | 0.6606 |
NB | 0.6642 | 0.6887 | 0.6504 | 0.6356 | 0.6234 | 0.6239 | 0.6788 |
SVM | 0.6898 | 0.7219 | 0.6829 | 0.7203 | 0.6346 | 0.7064 | 0.6727 |
kNN | 0.6934 | 0.7483 | 0.6585 | 0.7458 | 0.6282 | 0.6514 | 0.6909 |
Ensemble | 0.7044 | 0.7219 | 0.6585 | 0.7458 | 0.6603 | 0.7156 | 0.6909 |
SVM* | 0.7226 | 0.7351 | 0.6748 | 0.7203 | 0.6667 | 0.7523 | 0.7091 |
kNN* | 0.7409 | 0.7483 | 0.7724 | 0.7373 | 0.6987 | 0.7431 | 0.7333 |
mean Rank | 3.44 | 1.33 | 5.00 | 3.44 | 6.44 | 3.78 | 4.56 |