EMD-WOG-2DCNN based EEG signal processing for Rolandic seizure classification

References

• Ahmedt-Aristizabal D, Fookes C, Nguyen K, Sridharan S. 2018. Deep classification of epileptic signals. 40th Annual International Conference of the IEEE EMBC.
   Google Scholar
• Alickovic E, Kevric J, Subasi A. 2018. Performance evaluation of empirical mode decomposition, discrete wavelet transform, and wavelet packed decomposition for automated epileptic seizure detection and prediction. Biomed Signal Process Control. 39:94–102.
   Web of Science ®Google Scholar
• An S, Gao X, Jiang M, Feng S, Wang X, Wen S. 2020. Dynamic heteroscedasticity of time series interpreted as complex networks. Chaos. 30(2):023133.
   PubMed Web of Science ®Google Scholar
• Cai Q, Gao Z-K, Yang Y-X, Dang W-D, Grebogi C. 2019. Multiplex limited penetrable horizontal visibility graph from EEG signals for driver fatigue detection. Int J Neural Syst. 29(5):1850057.
   PubMed Web of Science ®Google Scholar
• Cockerell OC, Johnson AL, Sander JW, Hart YM, Goodridge DM, Shorvon SD. 1994. Mortality from epilepsy: results from a prospective population-based study. Lancet. 344(8927):918–921.
   PubMed Web of Science ®Google Scholar
• Collaborators. 2017. Global, regional, and national incidence, prevalence, and years lived with disability for 328 diseases and injuries for 195 countries, 1990-2016: a systematic analysis for the Global Burden of Disease Study 2016. Lancet. 390:1211–1259.
   PubMed Web of Science ®Google Scholar
• Das K, Mudoi R. 2017. Analysis of EEG signals using empirical mode decomposition and support vector machine. ICPCSI.
   Google Scholar
• Elger CE, Hoppe C. 2018. Diagnostic challenges in epilepsy: seizure under-reporting and seizure detection. Lancet Neurol. 17(3):279–288.
   PubMed Web of Science ®Google Scholar
• Gao Y, Gao B, Chen Q, Liu J, Zhang Y. 2020. Deep convolutional neural network-based epileptic electroencephalogram (EEG) signal classification. Front Neurol. 11(375).
   Google Scholar
• Gao Z-K, Cai Q, Yang Y-X, Dang W-D, Zhang S-S. 2016. Multiscale limited penetrable horizontal visibility graph for analyzing nonlinear time series. Sci Rep. 6:35622.
   PubMed Web of Science ®Google Scholar
• Gao Z-K, Cai Q, Yang Y-X, Dong N, Zhang S-S. 2017. Visibility graph from adaptive optimal kernel time-frequency representation for classification of epileptiform EEG. Int J Neural Syst. 27(4):1750005.
   PubMed Web of Science ®Google Scholar
• Hassan AR, Haque MA. 2016. Epilepsy and seizure detection using statistical features in the complete ensemble empirical mode decomposition domain. TENCON 2015-2015 IEEE Region 10 Conference. Macao, China: IEEE.
   Google Scholar
• Hassan AR, Siuly S, Zhang Y. 2016. Epileptic seizure detection in EEG signals using tunable-Q factor wavelet transform and bootstrap aggregating. Comput Methods Programs Biomed. 137:247–259.
   PubMed Web of Science ®Google Scholar
• Hassan AR, Subasi A, Zhang Y. 2020. Epilepsy seizure detection using complete ensemble empirical mode decomposition with adaptive noise. Knowledge-Based Syst. 191:105333.
   Web of Science ®Google Scholar
• Hassan AR, Subasi A. 2016. Automatic identification of epileptic seizures from EEG signals using linear programming boosting. Comput Methods Programs Biomed. 136:65–77.
   PubMed Web of Science ®Google Scholar
• Holmes GL. 1993. Benign focal epilepsies of childhood. Epilepsia. 34(Suppl 3):S49–S61.
   PubMedGoogle Scholar
• Lacasa L, Luque B, Ballesteros F, Luque J, Nuño JC. 2008. From time series to complex networks: the visibility graph. Proc Natl Acad Sci USA. 105(13):4972–4975.
   PubMed Web of Science ®Google Scholar
• Li S, Song S, Huang G, Ding Z, Wu C. 2018. Domain invariant and class discriminative feature learning for visual domain adaptation. IEEE Trans Image Process. 27(9):4260–4273.
   PubMed Web of Science ®Google Scholar
• Lian Q, Qi Y, Pan G, Wang Y. 2020. Learning graph in graph convolutional neural networks for robust seizure prediction. J Neural Eng. 17(3):035004.
   PubMed Web of Science ®Google Scholar
• Mohammadpoory Z, Nasrolahzadeh M, Haddadnia J. 2017. Epileptic seizure detection in EEGs signals based on the weighted visibility graph entropy. Seizure. 50:202–208.
   PubMed Web of Science ®Google Scholar
• Mohammadpoory Z, Nasrolahzadeh M, Mahmoodian N, Sayyah M, Haddadnia J. 2019. Complex network based models of ECoG signals for detection of induced epileptic seizures in rats. Cogn Neurodyn. 13(4):325–339.
   PubMed Web of Science ®Google Scholar
• Pachori RB, Patidar S. 2014. Epileptic seizure classification in EEG signals using second-order difference plot of intrinsic mode functions. Comput Methods Programs Biomed. 113(2):494–502.
   PubMed Web of Science ®Google Scholar
• Panayiotopoulos CP, Michael M, Sanders S, Valeta T, Koutroumanidis M. 2008. Benign childhood focal epilepsies: assessment of established and newly recognized syndromes. Brain. 131(Pt 9):2264–2286.
   PubMedGoogle Scholar
• Qaisar SM, Subasi A. 2020. Effective epileptic seizure detection based on the event-driven processing and machine learning for mobile healthcare. J Ambient Intellig Humanized Comput. Published online: 04 May.
   Web of Science ®Google Scholar
• Riaz F, Hassan A, Rehman S, Niazi IK, Dremstrup K. 2016. EMD-based temporal and spectral features for the classification of EEG signals using supervised learning. IEEE Trans Neural Syst Rehabil Eng. 24(1):28–35.
   PubMed Web of Science ®Google Scholar
• Rodriguez-Torres EE, Paredes-Hernandez U, Vazquez-Mendoza E, Tetlalmatzi-Montiel M, Morgado-Valle C, Beltran-Parrazal L, Villarroel-Flores R. 2020. Characterization and classification of electrophysiological signals represented as visibility graphs using the maxclique graph. Front Bioeng Biotechnol. 8:324.
   PubMed Web of Science ®Google Scholar
• Saini J, Dutta M. 2018. Epilepsy classification using optimized artificial neural network. Neurol Res. 40(11):982–994.
   PubMed Web of Science ®Google Scholar
• Sharma RR, Pachori RB. 2018. Time–frequency representation using IEVDHM–HT with application to classification of epileptic EEG signals. IET Sci MeasureTechnol. 12(1):72–82.
   Web of Science ®Google Scholar
• Siuly YL, Wen PP. 2011. Clustering technique-based least square sup- port vector machine for EEG signal classification. Computer Methods Progr Biomed. 104:358–372.
   PubMed Web of Science ®Google Scholar
• Subasi A, Ismail Gursoy M. 2010. EEG signal classification using PCA, ICA, LDA and support vector machines. Expert Syst Appl. 37(12):8659–8666.
   Web of Science ®Google Scholar
• Subasi A, Kevric J, Canbaz MA. 2019. Epileptic seizure detection using hybrid machine learning methods. Neural Comput Appl. 31(1):317–325.
   Web of Science ®Google Scholar
• Subasi A. 2007. Application of adaptive neuro-fuzzy inference system for epileptic seizure detection using wavelet feature extraction. Comput Biol Med. 37(2):227–244.
   PubMed Web of Science ®Google Scholar
• Supriya S, Siuly S, Wang H, Cao J, Zhang Y. 2016. Weighted visibility graph with complex network features in the detection of epilepsy. IEEE Access. 4:6554–6566.
   Web of Science ®Google Scholar
• Tang H, Wang Y, Hua Y, Wang J, Jing M, Hu X. 2019. Analysis of serial electroencephalographic predictors of seizure recurrence in Rolandic epilepsy. Childs Nerv Syst. 35(9):1579–1583.
   PubMed Web of Science ®Google Scholar
• Tjandrasa H, Djanali S, Arunanto FX. 2016. Feature extraction using combination of intrinsic mode functions and power spectrum for EEG signal classification. 9th CISP-BMEI.
   Google Scholar
• Tuncer T, Dogan S, Ertam F, Subasi A. 2020. A novel ensemble local graph structure based feature extraction network for EEG signal analysis. Biomed Signal Process Control. 61:102006.
   Web of Science ®Google Scholar
• Vannest J, Tenney JR, Gelineau-Morel R, Maloney T, Glauser TA. 2015. Cognitive and behavioral outcomes in benign childhood epilepsy with centrotemporal spikes. Epilepsy Behav. 45:85–91.
   PubMed Web of Science ®Google Scholar
• Varesio C, Zanaboni MP, Salmin EC, Totaro C, Totaro M, Ballante E, Pasca L, Veggiotti P, De Giorgis V. 2020. Childhood epilepsy with centrotemporal spikes: clinical and neuropsychological outcomes 5 years after remission. Diagnostics. 10(11):931.
   Web of Science ®Google Scholar
• Wang J, Liang S, Wang Y, Zhang Y, He D, Ma J. 2020. A weighted overlook graph representation of EEG data for absence epilepsy detection. IEEE International Conference on Data Mining (ICDM). 581–590.
   Google Scholar
• Wang L, Long X, Arends JBAM, Aarts RM. 2017. EEG analysis of seizure patterns using visibility graphs for detection of generalized seizures. J Neurosci Methods. 290:85–94.
   PubMed Web of Science ®Google Scholar
• Wei X, Zhou L, Chen Z, Zhang L, Zhou Y. 2018. Automatic seizure detection using three-dimensional CNN based on multi-channel EEG. BMC Med Inform Decis Mak. 18(Suppl 5):111.
   PubMedGoogle Scholar
• Wijayanto I, Hartanto R, Nugroho HA, Winduratna B. 2019. Seizure type detection in epileptic EEG signal using empirical mode decomposition and support vector machine. International Seminar on Intelligent Technology and Its Applications (ISITIA).
   Google Scholar
• Zhou H, Guo J, Wang Y. 2016. A feature selection approach based on term distributions. Springerplus. 5:249.
   PubMedGoogle Scholar
• Zhu G, Li Y, Wen PP. 2014. Epileptic seizure detection in EEGs signals using a fast weighted horizontal visibility algorithm. Comput Methods Programs Biomed. 115(2):64–75.
   PubMed Web of Science ®Google Scholar