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19 November 2015 Comparison of classification methods used for analysis of complex biological gas mixtures by means of laser spectroscopy
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Proceedings Volume 9680, 21st International Symposium Atmospheric and Ocean Optics: Atmospheric Physics; 968049 (2015) https://doi.org/10.1117/12.2205777
Event: XXI International Symposium Atmospheric and Ocean Optics. Atmospheric Physics, 2015, Tomsk, Russian Federation
Abstract
The results of comparison of quality of two classificators – SVM (support vector machine) and SIMCA (soft independent modelling of class analogies) on model data contained profiles of absorbtion specra of exhalted air are presented. It is shown, that SVM classification results can be improved by preprocessing if input data with principal component analysis method.
© (2015) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Y. V. Kistenev, A. V. Shapovalov, D. A. Vrazhnov, V. V. Nikolaev, and O. Y. Nikiforova "Comparison of classification methods used for analysis of complex biological gas mixtures by means of laser spectroscopy", Proc. SPIE 9680, 21st International Symposium Atmospheric and Ocean Optics: Atmospheric Physics, 968049 (19 November 2015); https://doi.org/10.1117/12.2205777
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