New Principles in the Operation of Neural Emulators in Medical Diagnosis


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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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