DocumentCode
2700156
Title
Detection of EEG changes via a generalized Itakura distance
Author
Kong, Xuan ; Lou, Xuesong ; Thakor, Nitish V.
Author_Institution
Dept. of Electr. Eng., Northern Illinois Univ., DeKalb, IL, USA
Volume
4
fYear
1997
fDate
30 Oct-2 Nov 1997
Firstpage
1540
Abstract
Changes in electroencephalograms (EEGs) carry important clinical information. The accurate detection and characterization of such changes in EEG can be a valuable tool for the clinical assessment of the neurological system condition. Autoregressive (AR) modes have previously been used to detect changes in the EEG signal. Based on the AR model parameters, an off-line distance measure called the Itakura distance (F. Itakura, 1975) has been used to effectively quantify changes in the EEG signal related to brain injury. The ordinary Itakura distance measure used for such quantification requires the same order for the AR models in all EEG segments. In this paper, a generalized Itakura distance measure is proposed without this constraint. The generalized measure is applied to the analysis of EEG signals. Preliminary results suggest that the generalized Itakura distance measure performs better for detecting injury-related changes in EEG
Keywords
autoregressive processes; electroencephalography; medical signal detection; EEG segments; EEG signal analysis; autoregressive model parameters; brain injury; clinical information; electroencephalograms; generalized Itakura distance measure; injury-related EEG change detection; model order; neurological system condition; off-line distance measure; Biomedical engineering; Biomedical measurements; Brain injuries; Brain modeling; Clinical diagnosis; Electroencephalography; Frequency estimation; Signal analysis; Signal processing; Speech;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society, 1997. Proceedings of the 19th Annual International Conference of the IEEE
Conference_Location
Chicago, IL
ISSN
1094-687X
Print_ISBN
0-7803-4262-3
Type
conf
DOI
10.1109/IEMBS.1997.757004
Filename
757004
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