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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Schwaibold, M.H. Penzel, T. Schochlin, J. Bolz, A. |
| Copyright Year | 2001 |
| Description | Author affiliation: Med. Inf. Technol., Forschungszentrum Informatik, Karlsruhe, Germany (Schwaibold, M.H.) |
| Abstract | We present a novel approach to combining artificial intelligence components for biomedical signal processing. The modular algorithm mimics the step-by-step type procedure of a human expert and includes the two assessment steps most important for sleep stage scoring, pattern recognition in electrophysiological signal channels and rule evaluation for classifying the current sequence of patterns. The application of sleep stage scoring is a complex task in medical informatics. The AR-TISANA (artificial intelligence in sleep analysis) algorithm we have developed provides high rates of correspondence with the results produced by human experts. Additional features are the transparent decision-making process and information about the detailed structure of sleep. This has been achieved by utilizing neural networks for pattern recognition and neuro-fuzzy systems for rule evaluation. The AI components chosen to perform these two classification steps were particularly successful due to their individual strengths. |
| Starting Page | 1692 |
| Ending Page | 1694 |
| File Size | 341312 |
| Page Count | 3 |
| File Format | |
| ISBN | 0780372115 |
| ISSN | 1094687X |
| DOI | 10.1109/IEMBS.2001.1020541 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2001-10-25 |
| Publisher Place | Turkey |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Artificial intelligence Sleep Signal processing algorithms Humans Pattern recognition Biomedical signal processing Biomedical informatics Algorithm design and analysis Decision making Artificial neural networks |
| Content Type | Text |
| Resource Type | Article |
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