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Automated assessment of vigilance using committees of radial basis function analysersS. Roberts, I. Rezek, R. Everson, H. Stone, S. Wilson and C. AlfordIn: Proceedings of MEDSIP-2000, International Conference on Advances in Medical Signal and Information Processing, 2000. (To appear.)
Abstract
This paper considers the analysis of human vigilance in terms of the level of subject's alertness on the basis of a small number of physiological measures.We show results from an initial feature selection phase and go on to consider prediction of the human scoring process using committees of Radial Basis Function (RBF) classifers. Comparative results are shown for regression-based and classifcation-based analysis on a sample of representative data sets.
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