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The performance of the designed filter bank is evaluated in classification of seizure and seizure-free electroencephalogram (EEG) signals.
It is found that the proposed filter bank outperforms other existing methods for the classification of seizure and seizure-free EEG signals.
The results show that the designed three-band analysis and synthesis filter banks both outperform two-band filter banks in the classification of seizure and seizure-free EEG signals.
Figure 1 Classification of seizure detection and prediction methods.
This information will be useful when constructing new nonstationary methods for automatic detection and classification of seizure or for improving existing methods such as[19, 20].
In this paper, we review some of the recently developed seizure detection and prediction algorithms along with a comparison study between them adopting another basis for classification of seizure detection and prediction methods depending on the transform domain of operation.
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Seizures may also occur as a consequence of other health problems; if they occur right around a specific cause, such as a stroke, head injury, toxic ingestion or metabolic problem, they are known as acute symptomatic seizures and are in the broader classification of seizure-related disorders rather than epilepsy itself.
In contrast to the classification of seizures which focuses on what happens during a seizure, the classification of epilepsies focuses on the underlying causes.
Semiologic descriptions are often obtained from the family or caregivers of human epilepsy patients, relying on common terms for ictal symptoms [ 1]; however, video-EEG (electroencephalogram) monitoring is the preferred method for the diagnosis and classification of seizures due to its increased reliability [ 2].
Each site submitted a Seizure Identification Form (SIF) for all patients, which included patient and/or caregiver seizure descriptions and the investigator's classification(s) of seizure(s).
Seizure types were classified according to the International League Against Epilepsy (ILAE) Revised Clinical and Electroencephalographic Classification of Epileptic Seizures (1981) into simple partial seizures, complex partial seizures, partial seizures evolving to secondarily generalized seizures, and unclassified.
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