Table 1.
Feature Evaluation Result.
Rank | Correlation | Information Gain | Gain Ratio | |||
---|---|---|---|---|---|---|
Feature (direction) | Value | Feature (direction) | Value | Feature (direction) | Value | |
1 | Correlation (90) | 0.345 | Correlation (90) | 0.230 | Correlation (90) | 0.323 |
2 | Inertia (45) | 0.329 | Entropy (90) | 0.151 | Correlation (45) | 0.219 |
3 | Correlation (45) | 0.326 | Correlation (45) | 0.148 | Correlation (135) | 0.214 |
4 | Inertia moment (135) | 0.324 | Inertia (45) | 0.148 | Entropy (90) | 0.198 |
5 | Correlation (135) | 0.323 | Inertia (135) | 0.144 | Energy (0) | 0.196 |
6 | Correlation (0) | 0.315 | Correlation (135) | 0.142 | Energy (90) | 0.196 |
7 | Inertia moment (0) | 0.310 | Inertia (0) | 0.140 | Energy (135) | 0.196 |
8 | Inertia moment (90) | 0.138 | Correlation (0) | 0.128 | Correlation (0) | 0.190 |
9 | Energy (90) | 0.098 | Energy (45) | 0.107 | Entropy (0) | 0.186 |
10 | Energy (45) | 0.081 | Energy (0) | 0.105 | Entropy (135) | 0.186 |
11 | Energy (135) | 0.080 | Energy (135) | 0.105 | Entropy (45) | 0.181 |
12 | Energy (0) | 0.076 | Energy(90) | 0.105 | Energy(45) | 0.169 |
13 | Entropy(135) | 0.057 | Entropy (135) | 0.095 | Inertia (45) | 0.125 |
14 | Entropy (45) | 0.056 | Entropy (0) | 0.095 | Inertia (135) | 0.122 |
15 | Entropy (0) | 0.055 | Entropy (45) | 0.089 | Inertia (0) | 0.117 |
16 | Entropy (90) | 0.018 | Inertia (90) | 0.000 | Inertia (90) | 0.000 |