Research Article
A New Approach to Detect Epileptic Seizures in Electroencephalograms Using Teager Energy
Table 4
Descriptive results of ROC analysis using TE, HFD, and SampEn for discriminating nonseizure and seizure groups (classification problem-3) for
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| | Nonlinear method | AUC | Optimum threshold | Average sensitivity % | Average specificity % | Average precision % | Average accuracy % |
| | TE | 0.9960 | 3.5227 | 99.3 | 96.3 | 87.1 | 97.0 | | HFD | 0.9246 | 1.0827 | 91.2 | 84.2 | 59.0 | 85.6 | | SampEn | 0.9330 | 0.7962 | 91.9 | 86.8 | 63.5 | 87.8 |
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