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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