Methods for discrete analysis of medical data on the basis of recognition theory and some of their applications
- Authors: Zhuravlev Y.I.1, Nazarenko G.I.2, Vinogradov A.P.1, Dokukin A.A.1, Katerinochkina N.N.1, Kleimenova E.B.2, Konstantinova M.V.2, Ryazanov V.V.1, Sen’ko O.V.1, Cherkashov A.M.2
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Affiliations:
- Dorodnicyn Computing Centre, Federal Research Center “Informatics and Control,”
- Central Bank of Russia, Medical Center
- Issue: Vol 26, No 3 (2016)
- Pages: 643-664
- Section: Applied Problems
- URL: https://journals.rcsi.science/1054-6618/article/view/194891
- DOI: https://doi.org/10.1134/S105466181603024X
- ID: 194891
Cite item
Abstract
Methods for the analysis of medical data and the results of their application to the treatment of a number of socially important diseases in important medical areas (cardiology, neurology, surgery, and oncology) are considered. The precedent approach is investigated. Practical methods of discrete analysis of training data, logical and statistical methods for searching logical regularities in data, combinatorial logic and logical statistical classification methods, and methods for estimating models and searching for “nonstandard” descriptions are presented. The results of experiments on real data are demonstrated.
About the authors
Yu. I. Zhuravlev
Dorodnicyn Computing Centre, Federal Research Center “Informatics and Control,”
Email: rvvccas@mail.ru
Russian Federation, ul. Vavilova 40, Moscow, 119333
G. I. Nazarenko
Central Bank of Russia, Medical Center
Email: rvvccas@mail.ru
Russian Federation, Sevastopol’skii pr. 66, Moscow, 117593
A. P. Vinogradov
Dorodnicyn Computing Centre, Federal Research Center “Informatics and Control,”
Email: rvvccas@mail.ru
Russian Federation, ul. Vavilova 40, Moscow, 119333
A. A. Dokukin
Dorodnicyn Computing Centre, Federal Research Center “Informatics and Control,”
Email: rvvccas@mail.ru
Russian Federation, ul. Vavilova 40, Moscow, 119333
N. N. Katerinochkina
Dorodnicyn Computing Centre, Federal Research Center “Informatics and Control,”
Email: rvvccas@mail.ru
Russian Federation, ul. Vavilova 40, Moscow, 119333
E. B. Kleimenova
Central Bank of Russia, Medical Center
Email: rvvccas@mail.ru
Russian Federation, Sevastopol’skii pr. 66, Moscow, 117593
M. V. Konstantinova
Central Bank of Russia, Medical Center
Email: rvvccas@mail.ru
Russian Federation, Sevastopol’skii pr. 66, Moscow, 117593
V. V. Ryazanov
Dorodnicyn Computing Centre, Federal Research Center “Informatics and Control,”
Author for correspondence.
Email: rvvccas@mail.ru
Russian Federation, ul. Vavilova 40, Moscow, 119333
O. V. Sen’ko
Dorodnicyn Computing Centre, Federal Research Center “Informatics and Control,”
Email: rvvccas@mail.ru
Russian Federation, ul. Vavilova 40, Moscow, 119333
A. M. Cherkashov
Central Bank of Russia, Medical Center
Email: rvvccas@mail.ru
Russian Federation, Sevastopol’skii pr. 66, Moscow, 117593
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