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Chemical sensor screening of blood samples : robust analysis via data set reduction
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Yates, J. W. T., Gardner, J. W., Chappell, M. J. (Michael J.), Bolt, F., Beeby, L. and Dowson, Christopher G. (2003) Chemical sensor screening of blood samples : robust analysis via data set reduction. In: 5th IFAC Symposium on Modelling and Control in Biomedical Systems, Melbourne, Australia, 21-23 Aug 2003. Published in: Modellling and Control in Biomedical Systems 2003 (including Biology Systems) pp. 289-294. ISBN 0080441599. ISSN 0962-9505.
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Abstract
Gas sensor analysis of blood samples is shown to be an effective method to screen for bacterial pathogens. In this work, various strains of Staphylococcus Aureus are cultured in a blood medium. The data are analysed using normalisation techniques, Principal Components Analysis (PCA) and Radial Basis Function (RBF) networks trained using the Support Vector Method (SVM). Good separation of data is reported and a classification rate of 100% was obtained. Copyright (C) 2003 IFAC.
| Item Type: | Conference Item (Paper) | ||||
|---|---|---|---|---|---|
| Subjects: | Q Science > QA Mathematics > QA76 Electronic computers. Computer science. Computer software R Medicine T Technology > TK Electrical engineering. Electronics Nuclear engineering |
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| Divisions: | Faculty of Science, Engineering and Medicine > Engineering > Engineering | ||||
| Series Name: | IFAC SYMPOSIA SERIES | ||||
| Journal or Publication Title: | Modellling and Control in Biomedical Systems 2003 (including Biology Systems) | ||||
| Publisher: | Pergamon-Elsevier Science Ltd. | ||||
| ISBN: | 0080441599 | ||||
| ISSN: | 0962-9505 | ||||
| Editor: | Feng, D and Carson, ER | ||||
| Official Date: | 2003 | ||||
| Dates: |
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| Number of Pages: | 6 | ||||
| Page Range: | pp. 289-294 | ||||
| Status: | Peer Reviewed | ||||
| Publication Status: | Published | ||||
| Conference Paper Type: | Paper | ||||
| Title of Event: | 5th IFAC Symposium on Modelling and Control in Biomedical Systems | ||||
| Type of Event: | Conference | ||||
| Location of Event: | Melbourne, Australia | ||||
| Date(s) of Event: | 21-23 Aug 2003 |
Data sourced from Thomson Reuters' Web of Knowledge
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