Applications of principal component analysis to breath air absorption spectra profiles classification

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

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

3 Citations (Scopus)

Abstract

The results of numerical simulation of application principal component analysis to absorption spectra of breath air of patients with pulmonary diseases are presented. Various methods of experimental data preprocessing are analyzed.

Original languageEnglish
Title of host publicationInternational Conference on Atomic and Molecular Pulsed Lasers XII
PublisherSPIE
Volume9810
ISBN (Electronic)9781510600515
DOIs
Publication statusPublished - 2015
Externally publishedYes
EventInternational Conference on Atomic and Molecular Pulsed Lasers XII - Tomsk, Russian Federation
Duration: 13 Sep 201518 Sep 2015

Conference

ConferenceInternational Conference on Atomic and Molecular Pulsed Lasers XII
CountryRussian Federation
CityTomsk
Period13.9.1518.9.15

Fingerprint

Pulmonary diseases
Data Preprocessing
Absorption Spectra
preprocessing
principal components analysis
Principal component analysis
Principal Component Analysis
Absorption spectra
Experimental Data
absorption spectra
Numerical Simulation
air
Computer simulation
profiles
Air
simulation
Profile

Keywords

  • Breath air
  • data preprocessing
  • principal component analysis
  • pulmonary diseases

ASJC Scopus subject areas

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

Cite this

Kistenev, Y. V., Shapovalov, A. V., Borisov, A. V., Vrazhnov, D. A., Nikolaev, V. V., & Nikiforova, O. Y. (2015). Applications of principal component analysis to breath air absorption spectra profiles classification. In International Conference on Atomic and Molecular Pulsed Lasers XII (Vol. 9810). [98101Y] SPIE. https://doi.org/10.1117/12.2225565

Applications of principal component analysis to breath air absorption spectra profiles classification. / Kistenev, Yu V.; Shapovalov, A. V.; Borisov, A. V.; Vrazhnov, D. A.; Nikolaev, V. V.; Nikiforova, O. Y.

International Conference on Atomic and Molecular Pulsed Lasers XII. Vol. 9810 SPIE, 2015. 98101Y.

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

Kistenev, YV, Shapovalov, AV, Borisov, AV, Vrazhnov, DA, Nikolaev, VV & Nikiforova, OY 2015, Applications of principal component analysis to breath air absorption spectra profiles classification. in International Conference on Atomic and Molecular Pulsed Lasers XII. vol. 9810, 98101Y, SPIE, International Conference on Atomic and Molecular Pulsed Lasers XII, Tomsk, Russian Federation, 13.9.15. https://doi.org/10.1117/12.2225565
Kistenev YV, Shapovalov AV, Borisov AV, Vrazhnov DA, Nikolaev VV, Nikiforova OY. Applications of principal component analysis to breath air absorption spectra profiles classification. In International Conference on Atomic and Molecular Pulsed Lasers XII. Vol. 9810. SPIE. 2015. 98101Y https://doi.org/10.1117/12.2225565
Kistenev, Yu V. ; Shapovalov, A. V. ; Borisov, A. V. ; Vrazhnov, D. A. ; Nikolaev, V. V. ; Nikiforova, O. Y. / Applications of principal component analysis to breath air absorption spectra profiles classification. International Conference on Atomic and Molecular Pulsed Lasers XII. Vol. 9810 SPIE, 2015.
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