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Seizure Detection Using A Support Vector Machine Algorithm

Name: Seizure Detection Using A Support Vector Machine Algorithm
Brand: LAP Lambert Academic Publishing
SKU: 9783838324296
Price: 42.49 EUR
Availability: InStock

A Novel Multi-Measurement Approach

Autor: Kevin Freedman

Jazyk:

Väzba: Brožovaná

Vydavateľ: LAP Lambert Academic Publishing

Dostupnosť: Skladom u dodávateľa

Odosielame za 5-8 dní

42.49 €

Epilepsy is the second most common neurologic disorder which is characterized by recurrent and spont...

Informácie o knihe

Autor

Kevin Freedman

Jazyk

Angličtina

Väzba

Kniha - Brožovaná

Vydalo

2009

Stránok

EAN

9783838324296

Enbook ID

06938206

Vydavateľ

LAP Lambert Academic Publishing

Hmotnosť

131

Rozmery

150 x 220 x 5

Kompletný popis

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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Seizure Detection Using A Support Vector Machine Algorithm

A Novel Multi-Measurement Approach

Informácie o knihe

Kompletný popis

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