Binary EEG Seizure Detection on Bonn University dataset (Z vs S)
86AccuracyUTSVM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| UTSVMFeature Type=DWT db6, Hyperparameters (D1, D2, Du, ϵ, S)=1, 1, 1, 0.4, 302025.12 | 86 | 0.123 | — | — | |
| UTSVMFeature Type=DWT db1, Hyperparameters (D1, D2, Du, ϵ, S)=0.001, 0.001, 0.001, 0.4, 102025.12 | 81 | 0.135 | — | — | |
| UTSVMFeature Type=DWT haar, Hyperparameters (D1, D2, Du, ϵ, S)=0.001, 0.001, 0.001, 0.4, 102025.12 | 81 | 0.115 | — | — | |
| IU-GEPSVMFeature Type=DWT db1, Hyperparameters (γ, ψ, S)=0.01, 0.00001, 202025.12 | 80 | 0.049 | — | — | |
| I-GEPSVMFeature Type=DWT db4, Hyperparameters (ϵ, ν)=0.00001, 0.0012025.12 | 79 | 0.036 | — | — | |
| I-GEPSVMFeature Type=DWT db1, Hyperparameters (ϵ, ν)=0.00001, 0.0012025.12 | 78 | 0.063 | — | — | |
| I-GEPSVMFeature Type=DWT db2, Hyperparameters (ϵ, ν)=0.00001, 0.0012025.12 | 78 | 0.051 | — | — | |
| IU-GEPSVMFeature Type=DWT db2, Hyperparameters (γ, ψ, S)=0.001, 0.00001, 102025.12 | 78 | 0.031 | — | — | |
| IU-GEPSVMFeature Type=DWT db4, Hyperparameters (γ, ψ, S)=0.001, 0.00001, 102025.12 | 78 | 0.54 | — | — | |
| I-GEPSVMFeature Type=DWT db6, Hyperparameters (ϵ, ν)=0.00001, 0.0012025.12 | 78 | 0.036 | — | — | |
| IU-GEPSVMFeature Type=DWT db6, Hyperparameters (γ, ψ, S)=0.001, 0.00001, 102025.12 | 78 | 0.924 | — | — | |
| I-GEPSVMFeature Type=DWT haar, Hyperparameters (ϵ, ν)=0.00001, 0.0012025.12 | 78 | 0.056 | — | — | |
| IU-GEPSVMFeature Type=DWT haar, Hyperparameters (γ, ψ, S)=0.001, 0.01, 102025.12 | 78 | 0.838 | — | — | |
| I-GEPSVMFeature Type=PCA, Hyperparameters (ϵ, ν)=0.00001, 0.0012025.12 | 78 | 0.053 | — | — | |
| IU-GEPSVMFeature Type=PCA, Hyperparameters (γ, ψ, S)=0.001, 0.01, 102025.12 | 78 | 0.83 | — | — | |
| U-GEPSVMFeature Type=DWT db1, Hyperparameters (ϵ, S)=0.01, 602025.12 | 76 | 1.023 | — | — | |
| U-GEPSVMFeature Type=DWT db2, Hyperparameters (ϵ, S)=0.01, 702025.12 | 76 | 1.538 | — | — | |
| U-GEPSVMFeature Type=DWT db4, Hyperparameters (ϵ, S)=0.01, 602025.12 | 76 | 1.412 | — | — | |
| U-GEPSVMFeature Type=DWT db6, Hyperparameters (ϵ, S)=0.01, 602025.12 | 76 | 1.339 | — | — | |
| U-GEPSVMFeature Type=DWT haar, Hyperparameters (ϵ, S)=0.01, 602025.12 | 76 | 1.085 | — | — | |
| U-GEPSVMFeature Type=PCA, Hyperparameters (ϵ, S)=0.01, 702025.12 | 76 | 0.205 | — | — | |
| UTPMSVMFeature Type=DWT db1, Hyperparameters (c1, c2, c3, ϵ)=1, 0.125, 32, 0.92025.12 | 75 | 0.521 | — | — | |
| GEPSVMFeature Type=ICA, Hyperparameters (ϵ)=12025.12 | 75 | 0.103 | — | — | |
| UTPMSVMFeature Type=PCA, Hyperparameters (c1, c2, c3, ϵ)=1, 0.125, 32, 0.92025.12 | 75 | 0.543 | — | — | |
| UTPMSVMFeature Type=DWT db4, Hyperparameters (c1, c2, c3, ϵ)=2, 0.0312, 16, 0.92025.12 | 74 | 0.552 | — | — | |
| UTSVMFeature Type=ICA, Hyperparameters (D1, D2, Du, ϵ, S)=0.00001, 0.00001, 0.00001, 0.4, 202025.12 | 74 | 0.08 | — | — | |
| UTPMSVMFeature Type=DWT db6, Hyperparameters (c1, c2, c3, ϵ)=0.0625, 32, 0.5, 0.32025.12 | 73 | 0.512 | — | — | |
| I-GEPSVMFeature Type=ICA, Hyperparameters (ϵ, ν)=0.00001, 0.012025.12 | 73 | 0.084 | — | — | |
| IU-GEPSVMFeature Type=ICA, Hyperparameters (γ, ψ, S)=0.01, 0.00001, 102025.12 | 73 | 0.03 | — | — | |
| UTPMSVMFeature Type=DWT haar, Hyperparameters (c1, c2, c3, ϵ)=1, 0.125, 16, 0.92025.12 | 72 | 0.498 | — | — | |
| UTPMSVMFeature Type=DWT db2, Hyperparameters (c1, c2, c3, ϵ)=2, 0.125, 32, 0.92025.12 | 71 | 0.495 | — | — | |
| UTPMSVMFeature Type=ICA, Hyperparameters (c1, c2, c3, ϵ)=0.25, 0.0312, 1, 0.92025.12 | 71 | 0.4 | — | — | |
| UTSVMFeature Type=PCA, Hyperparameters (D1, D2, Du, ϵ, S)=10000, 10000, 10000, 0.4, 702025.12 | 64 | 0.179 | — | — | |
| UTSVMFeature Type=DWT db4, Hyperparameters (D1, D2, Du, ϵ, S)=1000, 1000, 1000, 0.2, 1002025.12 | 63 | 0.165 | — | — | |
| GEPSVMFeature Type=DWT db4, Hyperparameters (ϵ)=102025.12 | 58 | 0.044 | — | — | |
| GEPSVMFeature Type=DWT db6, Hyperparameters (ϵ)=102025.12 | 58 | 0.101 | — | — | |
| GEPSVMFeature Type=DWT haar, Hyperparameters (ϵ)=102025.12 | 58 | 0.065 | — | — | |
| GEPSVMFeature Type=PCA, Hyperparameters (ϵ)=102025.12 | 58 | 0.063 | — | — | |
| GEPSVMFeature Type=DWT db2, Hyperparameters (ϵ)=0.012025.12 | 57 | 0.106 | — | — | |
| UTSVMFeature Type=DWT db2, Hyperparameters (D1, D2, Du, ϵ, S)=0.001, 0.001, 0.001, 0.4, 102025.12 | 54 | 0.104 | — | — | |
| GEPSVMFeature Type=DWT db1, Hyperparameters (ϵ)=0.12025.12 | 52 | 0.067 | — | — | |
| U-GEPSVMFeature Type=ICA, Hyperparameters (ϵ, S)=0.01, 1002025.12 | 48 | 0.214 | — | — | |
| GEPSVMFeature Type=Average across features2025.12 | — | — | 59.43 | 5.14 | |
| I-GEPSVMFeature Type=Average across features2025.12 | — | — | 77.42 | 2.21 | |
| IU-GEPSVMFeature Type=Average across features2025.12 | — | — | 77.57 | 2.21 | |
| U-GEPSVMFeature Type=Average across features2025.12 | — | — | 72 | 3.86 | |
| UTPMSVMFeature Type=Average across features2025.12 | — | — | 73 | 4.57 | |
| UTSVMFeature Type=Average across features2025.12 | — | — | 71.86 | 3 |