Parametric and Nonparametric EEG Analysis for the Evaluation of EEG Activity in Young Children with Controlled Epilepsy
المؤلفون المشاركون
Fabri, Simon G.
Karakonstantaki, Eleni
Micheloyannis, Sifis
Camilleri, Kenneth P.
Sakkalis, Vangelis
Bigan, Cristin
Cassar, Tracey
Zervakis, Michalis
المصدر
Computational Intelligence and Neuroscience
العدد
المجلد 2008، العدد 2008 (31 ديسمبر/كانون الأول 2008)، ص ص. 1-15، 15ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2008-08-04
دولة النشر
مصر
عدد الصفحات
15
التخصصات الرئيسية
الملخص EN
There is an important evidence of differences in the EEG frequency spectrum of control subjects as compared to epileptic subjects.
In particular, the study of children presents difficulties due to the early stages of brain development and the various forms of epilepsy indications.
In this study, we consider children that developed epileptic crises in the past but without any other clinical, psychological, or visible neurophysiological findings.
The aim of the paper is to develop reliable techniques for testing if such controlled epilepsy induces related spectral differences in the EEG.
Spectral features extracted by using nonparametric, signal representation techniques (Fourier and wavelet transform) and a parametric, signal modeling technique (ARMA) are compared and their effect on the classification of the two groups is analyzed.
The subjects performed two different tasks: a control (rest) task and a relatively difficult math task.
The results show that spectral features extracted by modeling the EEG signals recorded from individual channels by an ARMA model give a higher discrimination between the two subject groups for the control task, where classification scores of up to 100% were obtained with a linear discriminant classifier.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Sakkalis, Vangelis& Cassar, Tracey& Zervakis, Michalis& Camilleri, Kenneth P.& Fabri, Simon G.& Bigan, Cristin…[et al.]. 2008. Parametric and Nonparametric EEG Analysis for the Evaluation of EEG Activity in Young Children with Controlled Epilepsy. Computational Intelligence and Neuroscience،Vol. 2008, no. 2008, pp.1-15.
https://search.emarefa.net/detail/BIM-473490
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Sakkalis, Vangelis…[et al.]. Parametric and Nonparametric EEG Analysis for the Evaluation of EEG Activity in Young Children with Controlled Epilepsy. Computational Intelligence and Neuroscience No. 2008 (2008), pp.1-15.
https://search.emarefa.net/detail/BIM-473490
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Sakkalis, Vangelis& Cassar, Tracey& Zervakis, Michalis& Camilleri, Kenneth P.& Fabri, Simon G.& Bigan, Cristin…[et al.]. Parametric and Nonparametric EEG Analysis for the Evaluation of EEG Activity in Young Children with Controlled Epilepsy. Computational Intelligence and Neuroscience. 2008. Vol. 2008, no. 2008, pp.1-15.
https://search.emarefa.net/detail/BIM-473490
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-473490
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
تقوم هذه الخدمة بالتحقق من التشابه أو الانتحال في الأبحاث والمقالات العلمية والأطروحات الجامعية والكتب والأبحاث باللغة العربية، وتحديد درجة التشابه أو أصالة الأعمال البحثية وحماية ملكيتها الفكرية. تعرف اكثر