New Principles in the Operation of Neural Emulators in Medical Diagnosis
- Authors: Khromushin V.A.1, Pyatin V.F.2, Eskov V.V.3, Ilyashenko L.K.4, Vokhmina Y.V.5
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Affiliations:
- Medical Institute, Tula State University
- Samara State Medical University, Ministry of Health of the Russian Federation
- Surgut State University
- Tyumen Industrial University in Surgut
- Samara State University of Social Sciences and Education
- Issue: Vol 53, No 2 (2019)
- Pages: 117-120
- Section: Article
- URL: https://journal-vniispk.ru/0006-3398/article/view/236062
- DOI: https://doi.org/10.1007/s10527-019-09889-x
- ID: 236062
Cite item
Abstract
Despite ever wider use of neural computers (NC) and their simulators − neural emulators − in medicine, their further use comes up against the fundamental impossibility of using them to solve tasks of systemic synthesis (finding the most important diagnostic signs, \( {x}_i^{\ast } \), in medicine). This article presents two new principles (the chaotic organization of the initial state of weightings Wi0 of xi features and the principle of multiple reverberations), which can be solved using NC for systemic synthesis. Examples of the use of such special operating modes in cardiovascular physiology are presented. Uncertainties of types 1 and 2 in medicine are considered; these cannot be resolved within the framework of stochastics.
About the authors
V. A. Khromushin
Medical Institute, Tula State University
Author for correspondence.
Email: vik@khromushin.com
Russian Federation, Tula
V. F. Pyatin
Samara State Medical University, Ministry of Health of the Russian Federation
Email: vik@khromushin.com
Russian Federation, Samara
V. V. Eskov
Surgut State University
Email: vik@khromushin.com
Russian Federation, Surgut
L. K. Ilyashenko
Tyumen Industrial University in Surgut
Email: vik@khromushin.com
Russian Federation, Surgut
Yu. V. Vokhmina
Samara State University of Social Sciences and Education
Email: vik@khromushin.com
Russian Federation, Samara
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