Title :
Discrimination of rested from sleep-deprived EEG in awake normal humans by artificial neural network
Author :
Belenky, Gregory ; Sing, Helen C. ; Thomas, Maria L. ; Shaham, Yavin ; Balwinski, Sharon ; Thorne, David R. ; Redmond, Daniel P. ; Balkin, Thomas J.
Author_Institution :
Dept. of Behavioral Biol., Walter Reed Army Inst. of Res., Washington, DC, USA
fDate :
27 Jun-2 Jul 1994
Abstract :
The authors have found qualitative changes in the EEG of awake but sleep derived volunteers. These qualitative changes take the form of a shift to lower frequencies in relative amplitude of fast Fourier transformed EEG. The paper looks at how, using the backpropagation algorithm, a 3 layer neural network was trained to discriminate rested from sleep deprived EEG
Keywords :
backpropagation; electroencephalography; multilayer perceptrons; pattern classification; 3 layer neural network; artificial neural network; awake normal humans; backpropagation algorithm; fast Fourier transformed EEG; rested EEG; sleep-deprived EEG; Artificial neural networks; Biological neural networks; Electroencephalography; Frequency; Humans; Intelligent networks; Pollution measurement; Sleep; Sonar; Velocity measurement;
Conference_Titel :
Neural Networks, 1994. IEEE World Congress on Computational Intelligence., 1994 IEEE International Conference on
Conference_Location :
Orlando, FL
Print_ISBN :
0-7803-1901-X
DOI :
10.1109/ICNN.1994.414299
