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Statistical Classifier for Diagnosing Oncological Diseases
- Authors: Gavrikov B.M.1, Pestryakova N.V.1
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Affiliations:
- Federal Research Center “Computer Science and Control” of Russian Academy of Sciences
- Issue: No 1 (2023)
- Pages: 39-49
- Section: Information processing and data analysis
- URL: https://journals.rcsi.science/2071-8632/article/view/287837
- DOI: https://doi.org/10.14357/20718632230104
- ID: 287837
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Abstract
An approach to the diagnosis of human oncological diseases of various localization is described. For this purpose, a statistical classifier developed by the authors is used, which is based on a polynomial-regression approach and has probabilistic estimates. Training was conducted on databases of analysis of peripheral blood of cancer patients for various body systems.
About the authors
B. M. Gavrikov
Federal Research Center “Computer Science and Control” of Russian Academy of Sciences
Author for correspondence.
Email: bmgavrikov@gmail.com
аспирант
Russian Federation, MoscowN. V. Pestryakova
Federal Research Center “Computer Science and Control” of Russian Academy of Sciences
Email: pestryakova@isa.ru
Doctor of Technical Sciences, PhD in Physics and Mathematics
Russian Federation, MoscowReferences
- R.V.Stavitskii, L.A.Lebedev, A.L.Lebedev, A.IU.Smyslov. Kolichestvennaia otsenka gomeostaticheskoi aktivnosti zdorovykh i bolnykh liudei M.: GART. 2013. 131 s.
- B.M. Gavrikov, I.M. Lebedenko, N.V. Pestryakova, R.V. Stavitskiy. Ob odnom statisticheskom metode otsenivaniya sostoyaniya zdorov'ya cheloveka. // Trudy ISA RAN, 2016. T. 66. № 2. S. 54-59.
- Gavrikov B.M., Pestryakova N.V. O postroyenii priznakovogo prostranstva v zadache obucheniya // Informatsionnyye tekhnologii i vychislitel'nyye sistemy. 2018. №1. S. 22-29. doi: 10.14357/20718632180104
- B.M. Gavrikov, N.V. Pestryakova, R.V.Stavitskiy. O svoystvakh obuchayushchikh mnozhestv // Informatsionnyye tekhnologii i vychislitel'nyye sistemy. 2018. №4. S.97-107. doi: 10.14357/207186321804010
- Gavrikov B.M., Gavrikov M.B., Pestryakova N.V. Statisticheskiy metod raspoznavaniya na osnove nelineynoy regressii. // Matematicheskoye modelirovaniye. 2020. T.32. №4. S.116-130. DOI: 0.20948/mm2020-04-09
- Gavrikov B. M., Gavrikov M. B., Pestryakova N. V. O sposobnosti statisticheskogo klassifikatora k obobshcheniyam// Informatsionnyye tekhnologii i vychislitel'nyye sistemy. 2021. № 4. S. 38-50. doi: 10.14357/20718632210404.
- Gavrikov B.M., Gavrikov M.B., Pestryakova N.V. O strukture bazy obucheniya klassifikatora dlya otsenivaniya sostoyaniya zdorov'ya cheloveka // Preprinty IPM im. M.V.Keldysha. 2018. №126. 18s. doi: 10.20948/prepr2018-126
- Gavrikov B.M., Gavrikov M.B., Pestryakova N.V., Stavitskiy R.V. Struktura bazy obucheniya statisticheskogo klassifikatora sostoyaniy sistem organizma cheloveka // Preprinty IPM im. M.V.Keldysha. 2018. №255. 40s. doi: 10.20948/prepr-2018-255
- Gavrikov M.B., Lokutsiyevskiy O.V. Nachala chislennogo analiza. — M.: Yanus, 1995.
- Schürmann J. Pattern Slassification. — New York: John Wiley&Sons, Inc. 1996.
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