Table 3 Classifier AUG results
From: Categorisation of EEG suppression using enhanced feature extraction for SUDEP risk assessment
Classifier | Trial 1 (%) | Trial 2 (%) | Trial 3 (%) | Trial 4 (%) | AVG (%) |
|---|---|---|---|---|---|
For window size = 4 s | |||||
XGBOOST | 62.77 | 67.57 | 75.05 | 68.90 | 68.57 |
Rand Forest | 66.09 | 68.00 | 71.49 | 68.90 | 68.62 |
For window size = 7 s | |||||
XGBOOST | 67.82 | 60.46 | 63.39 | 64.29 | 63.99 |
Rand Forest | 69.17 | 66.28 | 71.82 | 72.18 | 69.86 |
For window size = 10 s | |||||
XGBOOST | 72.21 | 73.66 | 70.43 | 73.66 | 72.49 |
Rand Forest | 78.58 | 77.54 | 70.16 | 77.80 | 76.02 |
For window size = Random between 1 and 12 s | |||||
XGBOOST | 69.43 | 66.27 | 69.43 | 66.27 | 67.85 |
Rand Forest | 71.97 | 71.17 | 72.58 | 70.86 | 71.65 |
For window size = Random between 20 and 40 s | |||||
XGBOOST | 66.43 | 65.72 | 66.43 | 65.72 | 66.08 |
Rand Forest | 65.57 | 64.62 | 63.58 | 64.54 | 64.58 |