Epileptic MEG Spike Detection Using Statistical Features and Genetic Programming with KNN
Joint Authors
Alshebeili, Saleh
Alotaiby, Turky N.
Alrshoud, Saud R.
Alhumaid, Majed H.
Alsabhan, Waleed M.
Source
Journal of Healthcare Engineering
Issue
Vol. 2017, Issue 2017 (31 Dec. 2017), pp.1-7, 7 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2017-10-01
Country of Publication
Egypt
No. of Pages
7
Main Subjects
Abstract EN
Epilepsy is a neurological disorder that affects millions of people worldwide.
Monitoring the brain activities and identifying the seizure source which starts with spike detection are important steps for epilepsy treatment.
Magnetoencephalography (MEG) is an emerging epileptic diagnostic tool with high-density sensors; this makes manual analysis a challenging task due to the vast amount of MEG data.
This paper explores the use of eight statistical features and genetic programing (GP) with the K-nearest neighbor (KNN) for interictal spike detection.
The proposed method is comprised of three stages: preprocessing, genetic programming-based feature generation, and classification.
The effectiveness of the proposed approach has been evaluated using real MEG data obtained from 28 epileptic patients.
It has achieved a 91.75% average sensitivity and 92.99% average specificity.
American Psychological Association (APA)
Alotaiby, Turky N.& Alrshoud, Saud R.& Alshebeili, Saleh& Alhumaid, Majed H.& Alsabhan, Waleed M.. 2017. Epileptic MEG Spike Detection Using Statistical Features and Genetic Programming with KNN. Journal of Healthcare Engineering،Vol. 2017, no. 2017, pp.1-7.
https://search.emarefa.net/detail/BIM-1180878
Modern Language Association (MLA)
Alotaiby, Turky N.…[et al.]. Epileptic MEG Spike Detection Using Statistical Features and Genetic Programming with KNN. Journal of Healthcare Engineering No. 2017 (2017), pp.1-7.
https://search.emarefa.net/detail/BIM-1180878
American Medical Association (AMA)
Alotaiby, Turky N.& Alrshoud, Saud R.& Alshebeili, Saleh& Alhumaid, Majed H.& Alsabhan, Waleed M.. Epileptic MEG Spike Detection Using Statistical Features and Genetic Programming with KNN. Journal of Healthcare Engineering. 2017. Vol. 2017, no. 2017, pp.1-7.
https://search.emarefa.net/detail/BIM-1180878
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1180878