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...
| Publicado en: | Biomedical Engineering Vol. 55; no. 6; pp. 442 - 448 |
|---|---|
| Autores principales: | , , , , , |
| Formato: | equations & formulas research tables/charts Journal Article |
| Publicado: |
Springer Nature
Mar2022
|
| Acceso en línea: | Ver este registro en EBSCOhost |
| fields | @attributes: recordID: 1 pdfLink: plink: https://search.ebscohost.com/login.aspx?direct=true&db=ccm&AN=155873476&site=ehost-live header: @attributes: shortDbName: ccm uiTerm: 155873476 longDbName: CINAHL Complete uiTag: AN controlInfo: bkinfo: dissinfo: jinfo: jid: 00063398 N96 jtl: Biomedical Engineering issn: 00063398 maglogo: N pubinfo: dt: Mar2022 vid: 55 iid: 6 pid: 237 pub: Springer Nature place: New York, New York artinfo: ui: 155873476 155607105 155873476 155873476 10.1007/s10527-022-10153-y 155873476 ppf: 442 ppct: 6 formats: tig: atl: Some Methods for Substantiating Diagnostic Decisions Made Using Machine Learning Algorithms. aug: au: Losev, A. G. Popov, I. E. Petrenko, A. Yu. Gudkov, A. G. Vesnin, S. G. Chizhikov, S. V. affil: Volgograd State University, Volgograd, Russia sug: subj: Machine Learning Decision Making, Clinical Human Algorithms Logistic Regression Decision Trees Sensitivity and Specificity ab: 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. pubtype: Academic Journal doctype: equations & formulas research tables/charts Journal Article ougenre: Article language: English refInfo: holdings: @attributes: islocal: N |
|---|