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Adaptation of the Neyman-Pearson criteria for assessing the reliability of the choice of the method for determining the coefficients of the mathematical model of low-intensity electroretinosignal

DSpace at Ternopil State Ivan Puluj Technical University

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Title Adaptation of the Neyman-Pearson criteria for assessing the reliability of the choice of the method for determining the coefficients of the mathematical model of low-intensity electroretinosignal
Адаптація критерію Неймана-Пірсона для оцінювання достовірності вибору методу визначення коефіцієнтів математичної моделі низькоінтенсивного електроретиносигналу
 
Creator Тимків (Tymkiv), Павло (Pavlo)
 
Subject electroretinography
electroretinosignal
low-intensity electroretinosignal
mathematical model
Kalman filter
Neyman-Pearson criteria
53.05: 617.753
 
Description With a decrease in the intensity of light irritation to detect the risk of neurotoxicity, they receive a low-intensity electroretinosignal, which needs to be further elaborated. In works by Tkachuk R.A. and Yavorskyy B.I. the application of the Kalman filter and the method for determining the coefficients of the mathematical model of the electroretinosignal is proposed. However, the method of direct directed search (search) of coefficients is used, which has considerable time complexity, which makes it impossible to automate the application and reconfiguration of the Kalman filter for the processing of low-intensity electroretinosignal. Known works, in which the method of determining the coefficients of the mathematical model of low-intensity electroretinosignal has been improved by checking in several iterations with the change of the pitch step. Therefore, in order to evaluate the proposed advanced method, it is necessary to conduct a statistical test of choice. The problem of choosing the method for determining the coefficients of the mathematical model of low-intensity electroretinosignal is solved by methods of statistical choice theory. Validation of reliability is based on the Bayesian concept of probability theory, on the basis of which the Neyman-Pearson criteria is chosen and adapted to the task of selecting (approving) the solution. The reliability of the choice of the method for finding the coefficients was determined with a fixed probability of a false choice of the method (0,1; 0,01; 0,001 and 0,0001).
 
Date 2019-06-25T08:31:21Z
2019-06-25T08:31:21Z
2019
 
Type Article
 
Identifier Adaptation of the Neyman-Pearson criteria for assessing the reliability of the choice of the method for determining the coefficients of the mathematical model of low-intensity electroretinosignal / Pavlo Tymkiv / Scientific Journal of TNTU. — Tern. : TNTU, 2019. — Vol 93. — No 1. — P. 127–136. — (Mathematical modeling. Mathematics).
http://elartu.tntu.edu.ua/handle/lib/28653
Tymkiv P. (2019) Adaptation of the Neyman-Pearson criteria for assessing the reliability of the choice of the method for determining the coefficients of the mathematical model of low-intensity electroretinosignal. Scientific Journal of TNTU (Tern.), vol. 93, no 1, pp. 127-136.
 
Language en
 
Relation 1 (93);
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Format 127-136
 
Coverage Тернопіль, ТНТУ
UA
 
Publisher Тернопільський національний технічний університет імені Івана Пулюя, Тернопіль, Україна Ternopil Ivan Puluj National Technical University, Ternopil, Ukraine