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Neurological Research
A Journal of Progress in Neurosurgery, Neurology and Neurosciences
Volume 41, 2019 - Issue 2
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Review

Seizure forecasting using single robust linear feature as correlation vector of seizure-like events in brain slices preparation in vitro

Muhammad Khizar AbbasElectronics & Power Engineering, Pakistan Navy Engineering College, Karachi, National University of Sciences and Technology, Islamabad, PakistanCorrespondence[email protected] [email protected]
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,
Muhammad Liaquat RazaDepartment of Pharmacology, Pharmacy, Hamdard University, Karachi, PakistanView further author information
,
Syed Sajjad Haider ZaidiElectronics & Power Engineering, Pakistan Navy Engineering College, Karachi, National University of Sciences and Technology, Islamabad, PakistanView further author information
,
Bilal Muhammad KhanElectronics & Power Engineering, Pakistan Navy Engineering College, Karachi, National University of Sciences and Technology, Islamabad, PakistanView further author information
&
Uwe HeinemannInstitute of Neurophysiology Charite – Universitatmedizin, Berlin, GermanyView further author information
Pages 99-109 | Received 04 Jul 2018, Accepted 25 Sep 2018, Published online: 17 Oct 2018

References

  • World Health Organization. Fact sheet, Epilepsy. 2018. http://www.who.int/news-room/fact-sheets/detail/epilepsy.
  • Rados C. Epilepsy and seizures can occur at any age. FDA Consum. 2005;39(5):31.
  • Siddiqui F, Sultan T, Mustafa S, et al. Epilepsy in pakistan: national guidelines for clinicians. Pak J Neurol Sci. 2015;10(3):47–62.
  • Yemadje L-P, Houinato D, Quet F, et al. Understanding the differences in prevalence of epilepsy in tropical regions. Epilepsia. 2011;52(8):1376–1381.
  • Engelborghs S, Dhooge R, De Deyn P. Pathophysiology of epilepsy. Acta Neurol Belg. 2000;100(4):201–213.
  • Blanco S, Kochen S, Rosso O, et al. Applying time-frequency analysis to seizure eeg activity. IEEE Eng Med Biol Mag. 1997;16(1):64–71.
  • Wiebe S, Blume WT, Girvin JP, et al. A randomized, controlled trial of surgery for temporal-lobe epilepsy. New England J Med. 2001;345(5):311–318.
  • Nigam VP, Graupe D. A neural-network-based detection of epilepsy. Neurol Res. 2004;26(1):55–60.
  • Duda RO, Hart PE, Stork DG. Pattern classification. USA: John Wiley & Sons; 2012.
  • Li S, Zhou W, Yuan Q, et al. Feature extraction and recognition of ictal eeg using emd and svm. Comput Biol Med. 2013;43(7):807–816.
  • Park Y, Luo L, Parhi KK, et al. Seizure prediction with spectral power of eeg using cost-sensitive support vector machines. Epilepsia. 2011;52(10):1761–1770.
  • Scaramelli A, Braga P, Avellanal A, et al. Prodromal symptoms in epileptic patients: clinical characterization of the pre-ictal phase. Seizure. 2009;18(4):246–250.
  • Kuhlmann L, Burkitt AN, Cook MJ, et al. Seizure detection using seizure probability estimation: comparison of features used to detect seizures. Ann Biomed Eng. 2009;37(10):2129–2145.
  • Saab M, Gotman J. A system to detect the onset of epileptic seizures in scalp eeg. Clin Neurophysiol. 2005;116(2):427–442.
  • Adeli H, Ghosh-Dastidar S, Dadmehr N. A wavelet-chaos methodology for analysis of eegs and eeg subbands to detect seizure and epilepsy. IEEE Trans Biomed Eng. 2007;54(2):205–211.
  • Dustman R, Shearer D, Emmerson R. Life-span changes in eeg spectral amplitude, amplitude variability and mean frequency, amplitude variability and mean frequency. Clin Neurophysiol. 1999;110(8):1399–1409.
  • Quian Quiroga R, Rosso OA, Basar E, et al. Wavelet entropy in event-related potentials a new method shows ordering of eeg oscillations. Biol Cybern. 2001;84(4):291–299.
  • Valderrama M, Alvarado C, Nikolopoulos S, et al. Identifying an increased risk of epileptic seizures using a multi-feature eeg-ecg classification. Biomed Signal Process Control. 2012;7(3):237–244.
  • Mardia KV. Measures of multivariate skewness and kurtosis with applications. Biometrika. 1970;519–530.
  • Srinivasan V, Eswaran C, Sriraam AN. Artificial neural network based epileptic detection using time-domain and frequency-domain features. J Med Syst. 2005;29:647.
  • Polat K, Gnes S. Classification of epileptiform eeg using a hybrid system based on decision tree classifier and fast fourier transform. Appl Math Comput. 2007;187(2):10171026.
  • Subasi A. eeg signal classification using wavelet feature extraction and a mixture of expert model. Expert Syst Appl. 2007;32(4):1084–1093.
  • Tzallas AT, Tsipouras MG, Fotiadis DI. Automatic seizure detection based on time-frequency analysis and artificial neural networks. Comput Intell Neurosci. 2007.
  • Guo L, Rivero D, Pazos A. Epileptic seizure detection using multiwavelet transform based approximate entropy and artificial neural networks. J Neurosci Methods. 2010;193(1):156–163.
  • Orhan U, Hekim M, Ozer M. Eeg signals classification using the k-means clustering and a multilayer perceptron neural network model. Expert Syst Appl. 2011;38(10):13475–13481.
  • Iscan Z, Dokur Z, Demiralp T. Classification of electroencephalogram signals with combined time and frequency features. Expert Syst Appl. 2011;38(8):10499–10505.
  • Wang D, Miao D, Xie C. Best basis-based wavelet packet entropy feature extraction and hierarchical eeg classification for epileptic detection. Expert Syst Appl. 2011;38(11):14314–14320.
  • Xie S, Krishnan S. Wavelet-based sparse functional linear model with applications to eegs seizure detection and epilepsy diagnosis. Med Biol Eng Comput. 2013;51(1–2):49–60.
  • Chen G. Automatic eeg seizure detection using dual-tree complex wavelet fourier features. Expert Syst Appl. 2014;41(5):2391–2394.
  • Swami P, Gandhi TK, Panigrahi BK, et al. A novel robust diagnostic model to detect seizures in electroencephalography. Expert Syst Appl. 2016;56:116–130.
  • Patidar S, Panigrahi T. Detection of epileptic seizure using kraskov entropy applied on tunable-q wavelet transform of eeg signals. Biomed Signal Process Control. 2017;34:74–80.

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