publication . Article . 2018

Некоторые математические подходы в построении моделей прогнозирования стадий компенсации и декомпенсации сахарного диабета у детей и подростков

Кротова, О.С.; Пиянзин, А.И.; Хворова, Л.А.; Жариков, А.В.;
Open Access
  • Published: 14 Sep 2018 Journal: Izvestiya of Altai State University (issn: 1561-9443, eissn: 1561-9451, Copyright policy)
  • Publisher: Altai State University
Abstract
The problem of prediction of compensation and decompensation stages of diabetes mellitus among children and adolescents using methods of machine learning is considered in the paper. There are several mathematical models used in the study: logistic regression, decision trees and gradient boosting.The “de-identified” data of medical examination of children and adolescents of the Altai region suffering from diabetes mellitus are used to train the models in this study.The output parameter of the models is the stage of diabetes mellitus compensation encoded with the following values: 0 — compensation of diabetes mellitus, 1 — decompensation of diabetes mellitus. This...
Subjects
free text keywords: Decompensation, Decision tree, Logistic regression, Diabetes mellitus, medicine.disease, medicine, Statistics, business.industry, business

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