Research Article
A New Approach to Detect Epileptic Seizures in Electroencephalograms Using Teager Energy
Table 3
Descriptive results of ROC analysis using TE, HFD, and SampEn for discriminating nonseizure and seizure groups (classification problem-2) for
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| | Nonlinear method | AUC | Optimum threshold | Average sensitivity % | Average specificity % | Average precision % | Average accuracy % |
| | TE | 0.9983 | 3.5082 | 99.3 | 98.8 | 96.4 | 98.9 | | HFD | 0.9647 | 1.0865 | 94.1 | 90.7 | 77.1 | 91.5 | | SampEn | 0.9123 | 0.7761 | 89.7 | 83.6 | 64.6 | 85.1 |
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