Table 14.
Seizure detection studies and classification results.
| Author | Year | Dataset | Classifier | Patients | Sensitivity (%) | Specificity (%) | Accuracy (%) | FPR/h |
|---|---|---|---|---|---|---|---|---|
| Aarabi et al. [11] | 2006 | AMI | BPNN | 6 | 91.00 | 95.00 | 93.00 | 1.17 |
| Acharya et al. [68] | 2012 | BONN | PNN, SVM, C4.5, BC, FSC, KNN, GMM | 10 | 94.4–99.4 | 91.1–100 | 88.1–95.9 | — |
| Bao et al. [87] | 2008 | BONN | PNN | 10 | — | — | 71–96.8 | — |
| Chandaka et al. [88] | 2009 | BONN | SVM | 10 | 92.00 | 100 | 95.96 | — |
| Kannathal et al. [38] | 2005 | BONN | ANFIS | 10 | 91.49 | 93.02 | 92.2 | — |
| Kumar et al. [42] | 2010 | BONN | EN, RBNN | 10 | — | — | 94.5 | — |
| Kumari and Jose [89] | 2011 | BONN | SVM | 5 | 100.00 | 100 | 100 | 0 |
| Acharya et al. [44] | 2012 | BONN | SVM | 10 | 94.38 | 93.23 | 80.9–86.1 | — |
| Polat and Güneş [90] | 2007 | BONN | DTC | 10 | 99.40 | 99.31 | 98.72 | — |
| Polat and Güneş [69] | 2008 | BONN | C4.5 | 10 | 99.49 | 99.12 | 99.32 | — |
| Song and Liò [91] | 2010 | BONN | BPNN, ELM | 10 | 97.26 | 98.77 | 95.67 | — |
| Srinivasan et al. [43] | 2007 | BONN | PNN, EN | — | — | 100 | ||
| Subasi [92] | 2007 | BONN | MPNN, ME | 10 | 95.00 | 94 | 94.5 | — |
| Subasi and Gursoy [93] | 2010 | BONN | SVM | 99-100 | 98.5–100 | 98.75–100 | — | |
| Übeyli [66] | 2008 | BONN | SVM | 10 | 99.25 | 100 | 99.3 | — |
| Übeyli [67] | 2009 | BONN | PNN, SVM, MPNN, CNN, ME, MME, RNN | 10 | 99.20 | 99.78 | 99.2 | — |
| Yuan et al. [46] | 2011 | BONN | SVM, BPNN, ELM | 10 | 92.50 | 96 | 96 | — |
| Zheng et al. [94] | 2012 | BXH | SVM | 7 | 44.23 | — | — | 1.6–10.9 |
| Khan et al. [63] | 2012 | CHBMIT | LDA | 5 | 83.60 | 100 | 91.8 | |
| Nasehi and Pourghassem [64] | 2013 | CHBMIT | IPSONN | 23 | 98.00 | — | — | 0.125 |
| Shoeb [62] | 2009 | CHBMIT | SVM | 24 | 96.00 | — | — | 0.08 |
| Acir and Güzeliş [75] | 2004 | DEU | SVM | 7 | 90.30 | — | — | |
| Rasekhi et al. [76] | 2013 | EUR | SVM | 10 | 73.90 | — | — | 0.15 |
| Park et al. [72] | 2011 | FRE | SVM | 18 | 92.5–97.5 | — | — | 0.2–0.29 |
| Patel et al. [74] | 2009 | FRE | SVM, LDA, QDA, MDA | 21 | 90.9–94.2 | 59.5–77.9 | 76.5–87.7 | — |
| Patnaik and Manyam [73] | 2008 | FRE | BPNN | 21 | 91.29 | 99.19 | — | — |
| Williamson et al. [71] | 2011 | FRE | SVM | 21 | 90.80 | — | — | 0.094 |
| Yuan et al. [18] | 2012 | FRE | ELM | 21 | 93.85 | 94.89 | 94.9 | 0.35 |
| Bao et al. [87] | 2008 | JPH | PNN | 12 | — | — | 94.07 | — |
| Saab and Gotman [10] | 2005 | MON | BC | 76.00 | — | — | 0.34 | |
| Grewal and Gotman [95] | 2005 | MON2 | BC | 16 | 89.40 | — | — | 0.22 |
| D'Alessandro et al. [96] | 2005 | PEN & BON | PNN | 2 | 100.00 | — | — | 1.1 |
| Sorensen et al. [97] | 2010 | RIG | SVM | 6 | 77.8–100 | — | — | 0.16–5.31 |
| Acharya et al. [68] | 2012 | SGR & BONN | PNN, SVM | 21 + 10 | — | — | 99.9 | — |
| Buhimschi et al. [22] | 1998 | Unknown | PNN | 4 | 62.50 | 90.47 | — | 0.2775 |
| Subasi [17] | 2006 | Unknown | DFNN | 5 | 93.10 | 92.8 | 93.1 | — |