Application of multivariate statistical analysis methods in optical biomedical diagnostics
Mazing M. S.1, Zanevskaya M. Yu.1, Zaitceva A. Yu.1
1Institute for Analytical Instrumentation of the Russian Academy of Sciences, Saint Petersburg, Russia
Email: mazmari@mail.ru
A new methodological approach to the construction of multifunctional biomedical diagnostic devices to assess the critical state of the human body, the state of shock, has been developed. A wearable hardware and software system used for medical monitoring of the functional state of the human cardiovascular system based on optoelectronic sensors and analysis of the obtained multidimensional array of heterogeneous physiological data using the multivariate statistical analysis and machine learning techniques has been studied. The relationships between the spectral response of biological tissues and the functional state of a person, in particular, the state of shock, have been mathematically substantiated. Keywords:Spectrophotometry, optical biomedical diagnostics, multivariate statistical analysis, method of principal components.
- B. Kaur, S. Kumar, B.K. Kaushik. Biosensors, 13 (2), 181 (2023). DOI: 10.3390/bios13020181
- E. Vavrinsky, N.E. Esfahani, M. Hausner, A. Kuzma, V. Rezo, M. Donoval, H. Kosnacova. Biosensors, 12 (4), 217 (2022). DOI: 10.3390/bios12040217
- I.N. de Keijzer, D. Massari, M. Sahinovic, M. Flick, J.J. Vos, T.W. Scheeren. J. Clinical Monitoring and Computing, 36 (2), 291-299 (2022). DOI: 10.1007/s10877-022-00837-x
- J. Ali, J. Cody, Y. Maldonado, H. Ramakrishna. J. Cardiothoracic and Vascular Anesthesia, 36 (8), 2758-2766 (2022). DOI: 10.1053/j.jvca.2021.07.015
- A. Dunaev. J. Biomedical Photonics \& Engineering, 9 (2), 020201 (2023). DOI: 10.18287/JBPE23.09.020201
- A. Mackiewicz, W. Ratajczak. Computers \& Geosciences, 19 (3), 303-342 (1993). DOI: 10.1016/0098-3004(93)90090-R
Подсчитывается количество просмотров абстрактов ("html" на диаграммах) и полных версий статей ("pdf"). Просмотры с одинаковых IP-адресов засчитываются, если происходят с интервалом не менее 2-х часов.
Дата начала обработки статистических данных - 27 января 2016 г.