Table 5. Average ranks and p-values of the Friedman test for the three encoding schemes.
Add | Rec | Gen | p-value | |
---|---|---|---|---|
all | 1.53 | 2.12 | 2.35 | < 10−15 |
Lin | 1.21 | 2.20 | 2.58 | 4.819 ⋅ 10−13 |
RBF | 1.25 | 2.50 | 2.25 | 5.689 ⋅ 10−11 |
MLP | 1.56 | 1.85 | 2.60 | 9.957 ⋅ 10−7 |
DT | 1.88 | 2.00 | 2.12 | 0.557 |
RF | 1.63 | 2.13 | 2.24 | 0.01058 |
KNN | 1.65 | 1.82 | 2.52 | 5.51 ⋅ 10−5 |
LVQ | 1.55 | 2.31 | 2.14 | 0.0007697 |
BD | 1.76 | 2.18 | 2.06 | 0.1447 |
CAD | 1.67 | 2.17 | 2.17 | 0.02823 |
CD | 1.38 | 2.10 | 2.52 | 6.029 ⋅ 10−8 |
HT | 1.74 | 2.29 | 1.98 | 0.04019 |
RA | 1.38 | 2.00 | 2.62 | 2.485 ⋅ 10−9 |
T1D | 1.10 | 2.07 | 2.83 | < 10−15 |
T2D | 1.71 | 2.01 | 2.27 | 0.03522 |
Average ranks and p-values of the Friedman test for the three encoding schemes additive (Add), recessive/dominant (Rec) and genotypic (Gen). The average ranks are computed over all experimental settings or only those for a certain classifier or a certain disease data set. (Small values are better.)