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Content Provider | IEEE Xplore Digital Library |
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Author | Furbass, F. Hartmann, M. Perko, H. Skupch, A. Dollfuss, P. Gritsch, G. Baumgartner, C. Kluge, T. |
Copyright Year | 2012 |
Description | Author affiliation: Austrian Inst. of Technol. (AIT), Vienna, Austria (Furbass, F.; Hartmann, M.; Perko, H.; Skupch, A.; Dollfuss, P.; Gritsch, G.; Kluge, T.) || Neurological Dept. Rosenhugel, Gen. Hosp. Hietzing, Vienna, Austria (Baumgartner, C.) |
Abstract | The detection of epileptic seizures in long-term electroencephalographic (EEG) recordings is a time-consuming and tedious task requiring specially trained medical experts. The EpiScan [1-4] seizure detection algorithm developed by the Austrian Institute of Technology (AIT) has proven to achieve high detection performance with a robust false alarm rate in the clinical setting. This paper introduces a novel time domain method for detection of epileptic seizure patterns with focus on irregular and distorted rhythmic activity. The method scans the EEG for sequences of similar epileptiform discharges and uses a combination of duration and similarity measure to decide for a seizure. The resulting method was tested on an EEG database with 275 patients including over 22000h of unselected and uncut EEG recording and 623 seizures. Used in combination with the EpiScan algorithm we increased the overall sensitivity from 70% to 73% while reducing the false alarm rate from 0.33 to 0.30 alarms per hour. |
Sponsorship | IEEE Eng. Medicine Biol. Soc. |
Starting Page | 1020 |
Ending Page | 1023 |
File Size | 535874 |
Page Count | 4 |
File Format | |
ISBN | 9781424441198 |
ISSN | 1557170X |
e-ISBN | 9781457717871 |
DOI | 10.1109/EMBC.2012.6346107 |
Language | English |
Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Publisher Date | 2012-08-28 |
Publisher Place | USA |
Access Restriction | Subscribed |
Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subject Keyword | Electroencephalography Sensitivity Morphology Algorithm design and analysis Discharges (electric) Databases Epilepsy |
Content Type | Text |
Resource Type | Article |
Subject | Signal Processing Biomedical Engineering Health Informatics Computer Vision and Pattern Recognition |
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