New Principles in the Operation of Neural Emulators in Medical Diagnosis

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 W_i0 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.