Table 2.
Top 10 Features of the Best Dataset Ranked According to Their Average P-Value Computed With the Welch’s t-Test in the One-Versus-One Analysis.
| Feature | Average Rank | P value |
|---|---|---|
| T2WI | ||
| RunLengthNonuniformity_ AllDirection_offset1_SD | 1.17 | 0.0000044 |
| AngularSecondMoment | 2.09 | 0.00000537 |
| HaraEntroy | 3.36 | 0.00000593 |
| GLCMEnergy_angle135_offset1 | 4.13 | 0.00000876 |
| GLCMEntropy_angle135_offset1 | 5.42 | 0.00000876 |
| GLCMEntropy_AllDirection_offset1 | 5.96 | 0.00000964 |
| SurfaceArea | 6.46 | 0.00000964 |
| GLCMEntropy_angle0_offset1 | 7.93 | 0.0000106 |
| GLCMEnergy_AllDirection_offset1 | 9.04 | 0.0000116 |
| GLCMEnergy_angle0_offset1 | 9.79 | 0.0000116 |
| T2WI-FS | ||
| sumEntropy | 1.21 | 0.00000238 |
| ClusterProminence_angle135_offset4 | 2.03 | 0.00000369 |
| histogramEnergy | 3.75 | 0.000014 |
| histogramEntropy | 4.01 | 0.000014 |
| ClusterProminence_angle90_offset4 | 5.45 | 0.0000159 |
| Compactness1 | 6.47 | 0.000029 |
| Compactness2 | 6.76 | 0.000029 |
| Spherical Disproportion | 7.04 | 0.000029 |
| Sphericity | 7.21 | 0.000029 |
| SurfaceArea | 9.59 | 0.0000317 |