Table 10. Comparison of the accuracy of the most accurate models (i.e. model 40 for hard90 and model 50 for hard70) with the most accurate models based various FS techniques, and also model 40 with model 50.
FS method Hard90 | Models | p-value for ccr | p-value for kappa | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Developed | Model | 24 | 27 | 30 | 45 | 46 | 24 | 27 | 30 | 45 | 46 | |
VI & filter | 25 | 24 | ||||||||||
AVI & filter | 4 | 27 | 0.8881 | 0.0010 | ||||||||
KIAVI | 2+25+4 | 30 | 0.0003 | 0.0006 | 0.0000 | 0.4450 | ||||||
Boruta | 2 | 45 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | ||||
GRF | 1 | 46 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | ||
AVI | 11 | 40 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 |
Hard70 | Model | 24 | 33 | 47 | 53 | 24 | 33 | 47 | 53 | |||
AVI & filter | 25 | 24 | ||||||||||
AVI | 13 | 33 | 0.1079 | 0.3001 | ||||||||
KIAVI | 11+25+13 | 47 | 0.6253 | 0.1820 | 0.9357 | 0.2328 | ||||||
GRF | 1 | 53 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | ||||
Boruta | 3 | 50 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | 0.0000 | ||
Hard90/Hard70 | Model | 40 | 40 | |||||||||
50 | 0.0000 | 0.0000 |