ПРОГНОЗИРОВАНИЕ ВОЗНИКНОВЕНИЯ И РЕЦИДИВА ИНСУЛЬТОВ ГОЛОВНОГО МОЗГА НА ОСНОВЕ ГИБРИДНЫХ НЕЧЕТКИХ МОДЕЛЕЙ
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Научный журнал Моделирование, оптимизация и информационные технологииThe scientific journal Modeling, Optimization and Information Technology
Online media
issn 2310-6018

PREDICTING THE EMERGENCE AND RECURRENCE OF BRAIN STROKE BASED ON HYBRID FUZZY MODELS

Korenevskiy N.A.,  Bykov A.V.,  Tsymbal E.V.,  Aksenov V.V.,  Rodionov D.S. 

UDC 616-005.4
DOI:

  • Abstract
  • List of references
  • About authors

The work is devoted to the actual problem of improving the quality and efficiency of predicting the occurrence and recurrence of brain stroke by using the methodology of synthesis of hybrid fuzzy mathematical models developed at the Department of biomedical engineering of Southwestern state University.In the course of the conducted research the space of informative signs was formed in three subgroups: data of surveys and examinations; instrumental methods of research; Doppler ultrasound (27 signs in total). In accordance with the General methodology for the synthesis of hybrid fuzzy decision rules using informative features as basic variables in the interactive mode, the corresponding functions of belonging to the classes of high risk of occurrence and recurrence of brain stroke for which, using modified models E. Shortlife synthesized final predictive model.As a result of expert evaluation and mathematical modeling, it was shown that the obtained models of occurrence and recurrence of brain stroke provide confidence in the correct prognosis at the level of 0.9 and higher, depending on the amount and quality of information collected about the patient's condition. This quality indicator was confirmed during statistical tests on representative control samples, which allows to recommend them for use in the practice of vascular surgeons and angiologists.

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Korenevskiy Nikolay Alekseevich
Doctor of Technical Sciences, Professor

South-West state University

Kursk, Russian Federation

Bykov Alexander Vladimirovich
Candidate of Medical Sciences
Email: kstu-bmi@yandex.ru

South-West state University

Kursk, Russian Federation

Tsymbal Evgeny Vasilyevich

3 Central military clinical hospital. A. A. Vishnevsky

Moscow, Russian Federation

Aksenov Vitaly Vyacheslavovich

Email: vitalaxen@mail.ru

South-West state University

Kursk, Russian Federation

Rodionov Dmitry Sergeevich

South-West state University

Kursk, Russian Federation

Keywords: stroke, cerebral membership function, the confidence in the decision being taken, the prognosis

For citation: Korenevskiy N.A., Bykov A.V., Tsymbal E.V., Aksenov V.V., Rodionov D.S. PREDICTING THE EMERGENCE AND RECURRENCE OF BRAIN STROKE BASED ON HYBRID FUZZY MODELS. Modeling, Optimization and Information Technology. 2018;6(3). URL: https://moit.vivt.ru/wp-content/uploads/2018/07/KorenevskiySoavtori_3_18_1.pdf DOI: (In Russ).

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Published 30.09.2018