Seizure Detection Using A Support Vector Machine Algorithm: A Novel Multi-Measurement Approach - Softcover

Freedman, Kevin

Softcover

ISBN 10: 3838324293 ISBN 13: 9783838324296

Verlag: LAP Lambert Academic Publishing, 2009

Inhaltsangabe

Epilepsy is the second most common neurologic disorder which is characterized by recurrent and spontaneous seizures. Seizures occur unpredictably which makes everyday tasks such as driving and working extremely difficult resulting in a reduced quality of life. Epilepsy monitoring units measure the electrical activity of the brain using electroencephalography in an attempt to locate the epileptic brain tissue. However since seizures occur unpredictably and are generally infrequent, long recording times generate massive quantities of data. Automating this process using a seizure detection algorithm will ultimately save time and money, allow for superior and safer care of patients, and provide a better diagnostic tool. Although seizure detection has been well studied in the laboratory and clinic, a widely accepted algorithm has not been developed largely due to the fact that automated routines do not perform as well as a neurologist. In order to improve performance, we tested the hypothesis that multiple algorithms would work better than any single approach. Multiple algorithms were used as feature extractors and were implemented into a support vector machine (SVM) algorithm.

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Über die Autorin bzw. den Autor

I am a graduate of Drexel University's BS/MS program where I earned my degrees in the field of Biomedical Engineering. I am currently pursuing a Ph.D. in Mechanical Engineering and doing research in the field of bionanotechnology.

Details zur Ausgabe

• Verlag: LAP Lambert Academic Publishing
• Erscheinungsdatum: 2009
• Sprache: Englisch
• ISBN 10: 3838324293
• ISBN 13: 9783838324296
• Einband: Taschenbuch
• Anzahl der Seiten: 76
• Kontakt zum Hersteller: Nicht verfügbar
• Verantwortliche Person: KreGa Onlinehandel GmbH; 4950000000000; info@krega-onlinehandel.de; ; Birkenweg 31; Brakel; 33034; Deutschland