DocumentCode
1433078
Title
Automated assessment of vigilance using committees of radial basis function analysers
Author
Roberts, S. ; Rezek, I. ; Everson, R. ; Stone, H. ; Wilson, S. ; Alford, C.
Author_Institution
Dept. of Eng. Sci., Oxford Univ., UK
Volume
147
Issue
6
fYear
2000
fDate
11/1/2000 12:00:00 AM
Firstpage
333
Lastpage
338
Abstract
The analysis of human vigilance (in terms of the level of subject alertness) on the basis of a small number of physiological measures is considered, Results from an initial feature selection phase are shown and the prediction of the human scoring process using committees of radial basis function (RBF) classifiers is considered. Comparative results are shown for regression-based and classification-based analysis on a sample of representative data sets
Keywords
electroencephalography; medical signal processing; radial basis function networks; EEG analysis; automated vigilance assessment; classification-based analysis; human scoring process prediction; human vigilance; initial feature selection phase; physiological measures; radial basis function analysers committees; regression-based analysis; representative data sets; subject alertness;
fLanguage
English
Journal_Title
Science, Measurement and Technology, IEE Proceedings -
Publisher
iet
ISSN
1350-2344
Type
jour
DOI
10.1049/ip-smt:20000844
Filename
899986
Link To Document