Research Article

A Novel Machine Learning Model for the Detection of Epilepsy and Epileptic Seizures Using Electroencephalographic Signals Based on Chaos and Fractal Theories

Table 7

Comparison of achieved accuracy by our method and other published methods using the Bonn database.

ExpsRef-PYMethodsU-SubAcc (%)

1[4], 2008FFT-RIR-PFD-HFD-HPs-PNN38ZO-NF99.5
[5], 2017ATFFWT-HFD-SVM17ZO-NF92.5
[6], 2017TQFWT-HFD-SVM13ZO-NF98.5
[9], 2018MFA-SVM14ZO-NF96.25
[7], 2019BOWT-HFD-NLfeats-En-SVM25ZO-NF99
[11], 2020Derivative-LogVar-Kt2Z-N100
This workHFD-PML2Z-N/O-N/ZO-N/Z-F/O-F/ZO-F100
3Z-NF/O-NF/ZO-NF

2[4], 2008FFT-RIR-PFD-HFD-HPs-PNN38ZO-S98.3
[5], 2017ATFFWT-HFD-SVM7/8/16Z-S/O-S/ZO-S100
[6], 2017TQFWT-HFD-SVM10/5/8Z-S/O-S/ZO-S100
[7], 2019BOWT-HFD-NLfeats-En-SVM25ZO-S99
[8], 2016LMD-HFD-HE-ReEn-TSFs-SVM9Z-S100
[9], 2018MFA-SVM14ZO-S100
[10], 2020ScT-LogEF-FuzEn-SVM14Z-S/O-S/ZO-S100
[11], 2020Derivative-LogVar-Kt2Z-S99.8
This workHFD-PML1Z-S/O-S/ZO-S100

3[4], 2008FFT-RIR-PFD-HFD-HPs-PNN38NF-S96.7
[5], 2017ATFFWT-HFD-SVM17N-S/F-S/NFS92.5
[6], 2017TQFWT-HFD-SVM7/9/10N-S/F-S/NFS98.5
[7], 2019BOWT-HFD-NLfeats-En-SVM25NF-S99
[8], 2016LMD-HFD-HE-ReEn-TSFs-SVM9F-S98.10
[9], 2018MFA-SVM14NF-S98.3
[10], 2020ScT-LogEF-FuzEn-SVM14N-S/(F-S, NF-S)100/99.96
[11], 2020Derivative-LogVar-Kt2N-S100
This workHFD-PML2N-S100

4[8], 2016LMD-HFD-HE-ReEn-TSFs-SVM9ZONF-S100
[5], 2017ATFFWT-HFD-SVM17ZONF-S92.2
[6], 2017TQFWT-HFD-SVM10ZONF-S99.6
[7], 2019BOWT-HFD-NLfeats-En-SVM25ZO-NF99
[9], 2018MFA-SVM14ZONF-S98.25
[10], 2020ScT-LogEF-FuzEn-SVM14ZONF-S100
[11], 2020Derivative-LogVar-Kt2ZN-S100
This workHFD-PML3ZN-S/ON-S/ZON-S100

5[7], 2019BOWT-HFD-NLfeats-En-SVM25ZO-NF99
[10], 2020ScT-LogEF-FuzEn-SVM14ZO-NFS100
[11], 2020Derivative-LogVar-Kt2Z-N-S99.85
This workHFD-PML3Z-NS/O-NS/ZO-NS100
Z-FS/O-FS/ZO-FS
4Z-NFS/O-NFS/ZO-NFS

6[8], 2016LMD-HFD-HE-ReEn-TSFs-SVM9Z-F-S/ZO-NF-S98.47/98.4
[7], 2019BOWT-HFD-NLfeats-En-SVM25ZO-NF-S98.4
[10], 2020ScT-LogEF-FuzEn-SVM14Z-F-S/ZO-NF-S99.10/99.87
[11], 2020Derivative-LogVar-Kt2Z-N-S98.5
This workHFD-PML4/5Z-N-S/O-N-S/ZO-N-S100