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

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 language	English
Title of host publication	International Conference on Atomic and Molecular Pulsed Lasers XII
Publisher	SPIE
Volume	9810
ISBN (Electronic)	9781510600515
DOIs	https://doi.org/10.1117/12.2225565
Publication status	Published - 2015
Externally published	Yes
Event	International Conference on Atomic and Molecular Pulsed Lasers XII - Tomsk, Russian Federation Duration: 13 Sep 2015 → 18 Sep 2015

Conference

Conference	International Conference on Atomic and Molecular Pulsed Lasers XII
Country	Russian Federation
City	Tomsk
Period	13.9.15 → 18.9.15

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

Access to Document

10.1117/12.2225565

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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 proceeding › Conference 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

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title = "Applications of principal component analysis to breath air absorption spectra profiles classification",

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.",

keywords = "Breath air, data preprocessing, principal component analysis, pulmonary diseases",

author = "Kistenev, {Yu V.} and Shapovalov, {A. V.} and Borisov, {A. V.} and Vrazhnov, {D. A.} and Nikolaev, {V. V.} and Nikiforova, {O. Y.}",

year = "2015",

doi = "10.1117/12.2225565",

language = "English",

volume = "9810",

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note = "International Conference on Atomic and Molecular Pulsed Lasers XII ; Conference date: 13-09-2015 Through 18-09-2015",

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AU - Kistenev, Yu V.

AU - Shapovalov, A. V.

AU - Borisov, A. V.

AU - Vrazhnov, D. A.

AU - Nikolaev, V. V.

AU - Nikiforova, O. Y.

PY - 2015

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AB - 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.

KW - Breath air

KW - data preprocessing

KW - principal component analysis

KW - pulmonary diseases

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