Possibilities of classification of topographically distributed neurophysiological multi-channel data.
Progress in quantifying states of cerebral function and in the further development of automated EEG processing demands the application of suitable methods for the reduction of neurophysiological multi-channel data as well as their automatic classification. The method used here for reducing multi-channel data was to gain distributions of parametric descriptors from EEG data from computer-aided topographic electroencephalometry (CATEEM), for example the relative and absolute band power in the frequency bands delta, theta, alpha 1, alpha 2, beta 1, beta 2, total power, median and mode frequency, and other parameters. These values were subjected to cluster analysis. The classification of EEG parameters was carried out by means of discrimination analysis and neural networks. The practicability of both procedures was demonstrated in the reduction and classification of EEG data in the context of a normed study involving 104 healthy adults. These data have been used as the basis for a new evaluation study of 60 additional intraoperative EEG recordings obtained with CATEEM. In that newly started study, the effects of sedative and anaesthetic drugs on EEG behavior and psychophysiologic behavior remain to be investigated.
Rölz
L
L
Department of Medicine, Humboldt University in Berlin (Charité), Germany.
Wolter
S
S
Klee
B
B
Schöntube
E
E
D000328:Adult; D000368:Aged; D000513:Alpha Rhythm / Q000145:classification / Q000187:drug effects / Q000706:statistics & numerical data; D000777:Anesthetics / Q000008:administration & dosage; D001611:Beta Rhythm / Q000145:classification / Q000187:drug effects / Q000706:statistics & numerical data; D001921:Brain / Q000033:anatomy & histology / Q000187:drug effects / Q000502:physiology*; D016000:Cluster Analysis; D003700:Delta Rhythm / Q000145:classification / Q000187:drug effects / Q000706:statistics & numerical data; D016002:Discriminant Analysis; D004569:Electroencephalography / Q000145:classification* / Q000187:drug effects / Q000706:statistics & numerical data; D005069:Evaluation Studies as Topic; D006801:Humans; D006993:Hypnotics and Sedatives / Q000008:administration & dosage; D008875:Middle Aged; D016343:Monitoring, Intraoperative / Q000145:classification / Q000706:statistics & numerical data; D016571:Neural Networks, Computer; D009482:Neurophysiology; D011603:Psychophysiology; D012815:Signal Processing, Computer-Assisted; D013826:Theta Rhythm / Q000145:classification / Q000187:drug effects / Q000706:statistics & numerical data
D000777:Anesthetics; D006993:Hypnotics and Sedatives