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KIAM Preprint № 22, Moscow, 2024
Authors: Gavrikov B.M., Gavrikov M.B., Lebedenko I.M., Pesryakova N.V.
Statistical classifier for determining the localization area of oncopathology using a blood test
Abstract:
A mathematical approach is described that makes it possible to determine the location of the tumor based on the analysis of peripheral blood of a cancer patient. A statistical classifier developed by the authors is used for the preliminary diagnosis, based on polynomial regression and having probabilistic estimates. The classifier was trained on peripheral blood databases of male cancer patients in seven different body systems. A method for studying the structure of the training set is proposed and implemented.
Keywords:
cancer, body system, peripheral blood, classification, polynomial regression, training set
Publication language: russian,  pages: 15
Research direction:
Mathematical modelling in actual problems of science and technics
Russian source text:
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About authors:
  • Gavrikov Boris Mikhailovich,  orcid.org/0000-0002-5279-8005KIAM RAS
  • Gavrikov Mikhail Borisovich,  orcid.org/0000-0001-7165-8318KIAM RAS
  • Lebedenko Irina Matveevna,  orcid.org/0000-0003-0634-7841N.N.Blokhin National Medical Research Center of Oncology
  • Pesryakova Nadezhda Vladimirovna,  orcid.org/0000-0002-7227-2094ISA RAS FRC CSC RAS