Comparison of classification methods used for analysis of complex biological gas mixtures by means of laser spectroscopy

Y. V. Kistenev, A. V. Shapovalov, D. A. Vrazhnov, V. V. Nikolaev, O. Y. Nikiforova

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Citations (Scopus)

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.

Original languageEnglish
Title of host publication21st International Symposium on Atmospheric and Ocean Optics: Atmospheric Physics
PublisherSPIE
Volume9680
ISBN (Electronic)9781628419085
DOIs
Publication statusPublished - 2015
Externally publishedYes
Event21st International Symposium on Atmospheric and Ocean Optics: Atmospheric Physics - Tomsk, Russian Federation
Duration: 22 Jun 201526 Jun 2015

Conference

Conference21st International Symposium on Atmospheric and Ocean Optics: Atmospheric Physics
CountryRussian Federation
CityTomsk
Period22.6.1526.6.15

Keywords

  • gas mixtures analysis
  • laser spectroscopy
  • Principal component analysis
  • SIMCA
  • SVM

ASJC Scopus subject areas

  • Applied Mathematics
  • Computer Science Applications
  • Electrical and Electronic Engineering
  • Electronic, Optical and Magnetic Materials
  • Condensed Matter Physics

Fingerprint Dive into the research topics of 'Comparison of classification methods used for analysis of complex biological gas mixtures by means of laser spectroscopy'. Together they form a unique fingerprint.

  • Cite this

    Kistenev, Y. V., Shapovalov, A. V., Vrazhnov, D. A., Nikolaev, V. V., & Nikiforova, O. Y. (2015). Comparison of classification methods used for analysis of complex biological gas mixtures by means of laser spectroscopy. In 21st International Symposium on Atmospheric and Ocean Optics: Atmospheric Physics (Vol. 9680). [968049] SPIE. https://doi.org/10.1117/12.2205777