A tunable support vector machine assembly classifier for epileptic seizure detection.

Expert Systems with Applications
Y Tang, Dm Durand

Abstract

Automating the detection of epileptic seizures could reduce the significant human resources necessary for the care of patients suffering from intractable epilepsy and offer improved solutions for closed-loop therapeutic devices such as implantable electrical stimulation systems. While numerous detection algorithms have been published, an effective detector in the clinical setting remains elusive. There are significant challenges facing seizure detection algorithms. The epilepsy EEG morphology can vary widely among the patient population. EEG recordings from the same patient can change over time. EEG recordings can be contaminated with artifacts that often resemble epileptic seizure activity. In order for an epileptic seizure detector to be successful, it must be able to adapt to these different challenges. In this study, a novel detector is proposed based on a support vector machine assembly classifier (SVMA). The SVMA consists of a group of SVMs each trained with a different set of weights between the seizure and non-seizure data and the user can selectively control the output of the SVMA classifier. The algorithm can improve the detection performance compared to traditional methods by providing an effective tuning strategy fo...Continue Reading

References

Oct 10, 2003·Journal of Neurophysiology·Zhouyan Feng, Dominique M Durand
Mar 18, 2004·Neural Computation·José M AmigóMaria V Sanchez-Vives
Sep 17, 2004·Computers in Biology and Medicine·Nurettin Acir, Cüneyt Güzeliş
Jan 18, 2005·IEEE Transactions on Bio-medical Engineering·Nurettin AcirCüneyt Güzeliş
Jan 22, 2005·Clinical Neurophysiology : Official Journal of the International Federation of Clinical Neurophysiology·M E Saab, J Gotman
Oct 13, 2005·Computer Methods and Programs in Biomedicine·N KannathalP K Sadasivan
Apr 8, 2006·Clinical Neurophysiology : Official Journal of the International Federation of Clinical Neurophysiology·Scott B Wilson
Nov 14, 2006·Medical Engineering & Physics·Shane M HaasIvan Osorio
Dec 13, 2006·IEEE Transactions on Bio-medical Engineering·Jing HuJose C Principe
Mar 30, 2007·IEEE Transactions on Information Technology in Biomedicine : a Publication of the IEEE Engineering in Medicine and Biology Society·Inan Güler, Elif Derya Ubeyli
Apr 29, 2008·Biophysical Journal·Eun-Hyoung ParkDominique M Durand
Mar 20, 2009·Clinical Neurophysiology : Official Journal of the International Federation of Clinical Neurophysiology·H Stefan, R Hopfengärtner
Jun 27, 2009·Computers in Biology and Medicine·Elif Derya Ubeyli
Jul 18, 2009·Anesthesia and Analgesia·Daniel FriedmanLawrence J Hirsch

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Citations

Aug 30, 2014·Biomedical Engineering Online·Leonardo Duque-MuñozCesar German Castellanos-Dominguez
Sep 1, 2014·Epilepsy & Behavior : E&B·Sriram RamgopalTobias Loddenkemper
Aug 8, 2012·IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·Yinxia LiuShuangshuang Chen
Jul 25, 2015·IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·Mohammad Zavid Parvez, Manoranjan Paul
Jul 10, 2016·Computer Methods and Programs in Biomedicine·Z Roshan Zamir
Apr 20, 2016·IEEE Transactions on Bio-medical Engineering·Mohammad Zavid Parvez, Manoranjan Paul
Apr 1, 2017·International Journal of Neural Systems·Thomas De CoomanSabine Van Huffel
Jul 15, 2017·Computational and Mathematical Methods in Medicine·Yuanfa WangWenhao Zhang
Apr 19, 2018·International Journal of Neural Systems·Qi YuanDongmei Wei
Oct 24, 2017·Frontiers in Neuroscience·Andres M Alvarez-MezaGerman Castellanos-Dominguez
Jul 30, 2019·Cognitive Neurodynamics·Zeynab MohammadpooryJavad Haddadnia

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