Table 3. The top performing features with XGB model.
| Recording index | Most discriminative features |
|---|---|
| 1 | High Beta |
| 2 | High Gamma, Low Beta, Hjo Com |
| 3 | High Beta, Gamma, Hjo Act, Low Beta |
| 4 | High Gamma |
| 5 | Tremor Power, High Beta, HFO Ratio, Max Power, Wavelet Ent |
| 6 | Hjo Com, HFO Ratio, High HFO |
| 7 | HFO Ratio, Wavelet Ent, Low Gamma, Hjo Com, High HFO |
| 8 | Hjo Mob |
| 9 | Low Beta |
| 10 | Gamma, High HFO, HFO Ratio |
| 11 | High Gamma, HFO Ratio, Hjo Com |
| 12 | High HFO, PAC, Low HFO, Tremor Power |
| 13 | Hjo Act |
| 14 | High Gamma, Gamma |
| 15 | Gamma, Low Beta, High HFO |
| 16 | Gamma |
Hjo = Hjorth, Act = Activity, Mob = Mobility, Com = Complexity.