Literature DB >> 26945460

Patient non-specific algorithm for seizures detection in scalp EEG.

Lorena Orosco1, Agustina Garcés Correa2, Pablo Diez3, Eric Laciar4.   

Abstract

Epilepsy is a brain disorder that affects about 1% of the population in the world. Seizure detection is an important component in both the diagnosis of epilepsy and seizure control. In this work a patient non-specific strategy for seizure detection based on Stationary Wavelet Transform of EEG signals is developed. A new set of features is proposed based on an average process. The seizure detection consisted in finding the EEG segments with seizures and their onset and offset points. The proposed offline method was tested in scalp EEG records of 24-48h of duration of 18 epileptic patients. The method reached mean values of specificity of 99.9%, sensitivity of 87.5% and a false positive rate per hour of 0.9.
Copyright © 2016 Elsevier Ltd. All rights reserved.

Entities:  

Keywords:  Detection; EEG; Epilepsy; Seizure

Mesh:

Year:  2016        PMID: 26945460     DOI: 10.1016/j.compbiomed.2016.02.016

Source DB:  PubMed          Journal:  Comput Biol Med        ISSN: 0010-4825            Impact factor:   4.589


  5 in total

1.  Validation of a smartphone-based EEG among people with epilepsy: A prospective study.

Authors:  Erica D McKenzie; Andrew S P Lim; Edward C W Leung; Andrew J Cole; Alice D Lam; Ani Eloyan; Damber K Nirola; Lhab Tshering; Ronald Thibert; Rodrigo Zepeda Garcia; Esther Bui; Sonam Deki; Liesly Lee; Sarah J Clark; Joseph M Cohen; Jo Mantia; Kate T Brizzi; Tali R Sorets; Sarah Wahlster; Mia Borzello; Arkadiusz Stopczynski; Sydney S Cash; Farrah J Mateen
Journal:  Sci Rep       Date:  2017-04-03       Impact factor: 4.379

2.  Cross-Subject Seizure Detection in EEGs Using Deep Transfer Learning.

Authors:  Baocan Zhang; Wennan Wang; Yutian Xiao; Shixiao Xiao; Shuaichen Chen; Sirui Chen; Gaowei Xu; Wenliang Che
Journal:  Comput Math Methods Med       Date:  2020-05-08       Impact factor: 2.238

3.  EEG-Brain Activity Monitoring and Predictive Analysis of Signals Using Artificial Neural Networks.

Authors:  Raluca Maria Aileni; Sever Pasca; Adriana Florescu
Journal:  Sensors (Basel)       Date:  2020-06-12       Impact factor: 3.576

4.  Global Epileptic Seizure Identification With Affinity Propagation Clustering Partition Mutual Information Using Cross-Layer Fully Connected Neural Network.

Authors:  Fengqin Wang; Hengjin Ke
Journal:  Front Hum Neurosci       Date:  2018-10-02       Impact factor: 3.169

5.  A Full-Stack Application for Detecting Seizures and Reducing Data During Continuous Electroencephalogram Monitoring.

Authors:  John M Bernabei; Olaoluwa Owoputi; Shyon D Small; Nathaniel T Nyema; Elom Dumenyo; Joongwon Kim; Steven N Baldassano; Christopher Painter; Erin C Conrad; Taneeta M Ganguly; Ramani Balu; Kathryn A Davis; Joshua M Levine; Jay Pathmanathan; Brian Litt
Journal:  Crit Care Explor       Date:  2021-07-13
  5 in total

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