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Neonatal seizure detection using blind multichannel information fusion | IEEE Conference Publication | IEEE Xplore

Neonatal seizure detection using blind multichannel information fusion


Abstract:

Seizure is the result of excessive electrical discharges of neurons, which usually develops synchronously and happens suddenly in the central nervous system. Clinically, ...Show More

Abstract:

Seizure is the result of excessive electrical discharges of neurons, which usually develops synchronously and happens suddenly in the central nervous system. Clinically, it is difficult for physician to identify neonatal seizures visually, while EEG seizures can be recognized by the trained experts. By extending our previous results on multichannel information fusion, we propose an automated distributed detection system consisting of the existing detectors and a fusion center to detect the seizure activities in the newborn EEG. The advantage of this proposed technique is that it does not require any priori knowledge of the hypotheses and the detector performances, which are often unknown in real applications. Therefore, this proposed technique has the potential to improve the performances of the existing neonatal seizure detectors.
Date of Conference: 22-27 May 2011
Date Added to IEEE Xplore: 11 July 2011
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Conference Location: Prague, Czech Republic

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