Some Methods for Substantiating Diagnostic Decisions Made Using Machine Learning Algorithms.

Various classification algorithms used in the diagnosis of breast cancer based on microwave radiometry data are considered. In particular, their principles of operation and the possibility of substantiating diagnoses using numerical data are discussed. A substantiation algorithm based on decision tr...

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Bibliographic Details
Published in:	Biomedical Engineering Vol. 55; no. 6; pp. 442 - 448
Main Authors:	Losev, A. G., Popov, I. E., Petrenko, A. Yu., Gudkov, A. G., Vesnin, S. G., Chizhikov, S. V.
Format:	equations & formulas research tables/charts Journal Article
Published:	Springer Nature Mar2022
Online Access:	View this record in EBSCOhost

Description
Summary:	Various classification algorithms used in the diagnosis of breast cancer based on microwave radiometry data are considered. In particular, their principles of operation and the possibility of substantiating diagnoses using numerical data are discussed. A substantiation algorithm based on decision trees and a naive Bayesian classifier is presented. Examples of substantiation are given for breast cancer.