EEG Seizure Classification on Bonn University EEG dataset O vs S
85AccuracyIU-GEPSVM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| IU-GEPSVMFeature Type=DWT_db6, Parameters (gamma, psi, S)=(0.001, 0.00001, 20)2025.12 | 85 | 0.846 | — | — | |
| IU-GEPSVMFeature Type=DWT_haar, Parameters (gamma, psi, S)=(0.001, 0.00001, 20)2025.12 | 84 | 0.807 | — | — | |
| IU-GEPSVMFeature Type=PCA, Parameters (gamma, psi, S)=(0.001, 0.00001, 50)2025.12 | 84 | 1.257 | — | — | |
| IU-GEPSVMFeature Type=DWT_db1, Parameters (gamma, psi, S)=(0.001, 0.00001, 50)2025.12 | 83 | 1.704 | — | — | |
| IU-GEPSVMFeature Type=DWT_db2, Parameters (gamma, psi, S)=(0.001, 0.00001, 50)2025.12 | 83 | 1.059 | — | — | |
| I-GEPSVMFeature Type=DWT_db4, Parameters (epsilon, nu)=(0.00001, 0.01)2025.12 | 83 | 0.088 | — | — | |
| IU-GEPSVMFeature Type=DWT_db4, Parameters (gamma, psi, S)=(0.001, 0.00001, 80)2025.12 | 83 | 1.579 | — | — | |
| I-GEPSVMFeature Type=DWT_haar, Parameters (epsilon, nu)=(0.00001, 0.01)2025.12 | 82 | 0.035 | — | — | |
| I-GEPSVMFeature Type=DWT_db2, Parameters (epsilon, nu)=(0.00001, 0.01)2025.12 | 81 | 0.04 | — | — | |
| I-GEPSVMFeature Type=DWT_db6, Parameters (epsilon, nu)=(0.00001, 0.01)2025.12 | 81 | 0.109 | — | — | |
| I-GEPSVMFeature Type=PCA, Parameters (epsilon, nu)=(0.00001, 0.01)2025.12 | 81 | 0.078 | — | — | |
| I-GEPSVMFeature Type=DWT_db1, Parameters (epsilon, nu)=(0.00001, 0.01)2025.12 | 80 | 0.061 | — | — | |
| U-GEPSVMFeature Type=DWT_db1, Parameters (epsilon, S)=(0.01, 90)2025.12 | 76 | 1.816 | — | — | |
| U-GEPSVMFeature Type=DWT_db2, Parameters (epsilon, S)=(0.01, 80)2025.12 | 76 | 1.124 | — | — | |
| U-GEPSVMFeature Type=DWT_db4, Parameters (epsilon, S)=(0.01, 90)2025.12 | 76 | 1.569 | — | — | |
| U-GEPSVMFeature Type=DWT_db6, Parameters (epsilon, S)=(0.01, 80)2025.12 | 76 | 1.453 | — | — | |
| U-GEPSVMFeature Type=DWT_haar, Parameters (epsilon, S)=(0.01, 80)2025.12 | 76 | 1.467 | — | — | |
| U-GEPSVMFeature Type=PCA, Parameters (epsilon, S)=(0.01, 80)2025.12 | 76 | 1.363 | — | — | |
| UTPMSVMFeature Type=DWT_db1, Parameters (c1, c2, c3, epsilon)=(0.0312, 8, 1, 0.1)2025.12 | 75 | 0.552 | — | — | |
| UTPMSVMFeature Type=DWT_db6, Parameters (c1, c2, c3, epsilon)=(0.0312, 16, 1, 0.1)2025.12 | 75 | 0.557 | — | — | |
| UTPMSVMFeature Type=PCA, Parameters (c1, c2, c3, epsilon)=(0.0312, 16, 1, 0.1)2025.12 | 75 | 0.511 | — | — | |
| UTSVMFeature Type=DWT_db1, Parameters (D1, D2, Du, epsilon, S)=(10, 10, 10, 0.6, 70)2025.12 | 74 | 0.172 | — | — | |
| UTPMSVMFeature Type=DWT_db4, Parameters (c1, c2, c3, epsilon)=(0.0312, 8, 0.5, 0.1)2025.12 | 74 | 0.55 | — | — | |
| UTPMSVMFeature Type=DWT_db2, Parameters (c1, c2, c3, epsilon)=(0.0312, 8, 0.5, 0.1)2025.12 | 73 | 0.512 | — | — | |
| UTSVMFeature Type=ICA, Parameters (D1, D2, Du, epsilon, S)=(10, 10, 10, 0.4, 10)2025.12 | 73 | 0.104 | — | — | |
| UTPMSVMFeature Type=DWT_haar, Parameters (c1, c2, c3, epsilon)=(0.0625, 2, 32, 0.9)2025.12 | 72 | 0.643 | — | — | |
| UTPMSVMFeature Type=ICA, Parameters (c1, c2, c3, epsilon)=(0.0312, 0.25, 4, 0.1)2025.12 | 72 | 0.501 | — | — | |
| GEPSVMFeature Type=ICA, Parameters (epsilon)=0.12025.12 | 70 | 0.043 | — | — | |
| I-GEPSVMFeature Type=ICA, Parameters (epsilon, nu)=(0.00001, 0.1)2025.12 | 67 | 0.053 | — | — | |
| IU-GEPSVMFeature Type=ICA, Parameters (gamma, psi, S)=(0.001, 0.01, 20)2025.12 | 67 | 1.466 | — | — | |
| UTSVMFeature Type=DWT_haar, Parameters (D1, D2, Du, epsilon, S)=(10, 10, 10, 0.7, 60)2025.12 | 66 | 0.211 | — | — | |
| UTSVMFeature Type=DWT_db6, Parameters (D1, D2, Du, epsilon, S)=(10, 10, 10, 0.7, 60)2025.12 | 63 | 0.178 | — | — | |
| UTSVMFeature Type=PCA, Parameters (D1, D2, Du, epsilon, S)=(10, 10, 10, 0.7, 60)2025.12 | 63 | 0.126 | — | — | |
| UTSVMFeature Type=DWT_db2, Parameters (D1, D2, Du, epsilon, S)=(10, 10, 10, 0.7, 60)2025.12 | 62 | 0.138 | — | — | |
| UTSVMFeature Type=DWT_db4, Parameters (D1, D2, Du, epsilon, S)=(10, 10, 10, 0.7, 60)2025.12 | 58 | 0.171 | — | — | |
| GEPSVMFeature Type=DWT_db1, Parameters (epsilon)=102025.12 | 57 | 0.122 | — | — | |
| GEPSVMFeature Type=DWT_db2, Parameters (epsilon)=102025.12 | 57 | 0.064 | — | — | |
| GEPSVMFeature Type=DWT_db4, Parameters (epsilon)=102025.12 | 57 | 0.063 | — | — | |
| GEPSVMFeature Type=DWT_db6, Parameters (epsilon)=102025.12 | 57 | 0.1 | — | — | |
| GEPSVMFeature Type=DWT_haar, Parameters (epsilon)=102025.12 | 57 | 0.112 | — | — | |
| GEPSVMFeature Type=PCA, Parameters (epsilon)=102025.12 | 57 | 0.057 | — | — | |
| U-GEPSVMFeature Type=ICA, Parameters (epsilon, S)=(0.01, 90)2025.12 | 49 | 1.708 | — | — | |
| GEPSVMFeature Type=Summary2025.12 | — | — | 58.86 | 5.57 | |
| I-GEPSVMFeature Type=Summary2025.12 | — | — | 79.29 | 2.29 | |
| IU-GEPSVMFeature Type=Summary2025.12 | — | — | 81.29 | 1.57 | |
| U-GEPSVMFeature Type=Summary2025.12 | — | — | 72.14 | 3.43 | |
| UTPMSVMFeature Type=Summary2025.12 | — | — | 73.71 | 3.71 | |
| UTSVMFeature Type=Summary2025.12 | — | — | 65.57 | 4.43 |