Differential Diagnosis of the Ability to Develop the Skill of Relaxation in the Drivers of Locomotive Crews

Author:

Shcherbina N. V.1

Affiliation:

1. Belarusian State University of Informatics and Radioelectronics

Abstract

The effectiveness of biofeedback trainings to develop relaxation skills was investigated using the NeuroDog hardware and software complex. Discriminant analysis (a method of multivariate statistical analysis) was carried out, which made it possible to assess the quality and accuracy of the grouping of drivers and assistant drivers of locomotive crews into groups with varying degrees of successful development of the relaxation skill. Highlighted the most informative signs of dividing drivers into groups. The accuracy of the presented groups was checked using linear qualification functions, the informativeness of the features was assessed by Fisher's F-criterion. The critical level of significance when testing statistical hypotheses is p < 0.05. In the course of discriminant analysis, a number of characteristics necessary for the interpretation of groups and their differences were calculated, such as: linear classification functions, canonical discriminant functions, and factor load of canonical discriminant functions. Informative differential diagnostic signs for diagnostics of locomotive crew drivers for the development of relaxation skills were shown. Formulas of linear qualifying functions are given. The diagnostic accuracy was 84.91 % on average.

Publisher

Belarusian State University of Informatics and Radioelectronics

Subject

General Economics, Econometrics and Finance

Reference7 articles.

1. Shcherbina N.V., Savchenko V.V., Yashin K.D. [Research of the method of developing a skill for relaxation with biological feedback on the parameters of electrodermal activity]. Novosti mediko-biologicheskikh nauk = News of medical and biological Sciences. 2019;1;65-73. (in Russ.)

2. Shcherbina N.V. [Regulation of the functional state of locomotive crew drivers using biofeedback training: factor analysis of experimental data]. Doklady BGUIR=Doklady BGUIR. 2021;19(4):28-36. DOI: 10.35596/1729-7648-2021-19-4-28-36. (in Russ.)

3. Sorokin N.V., Gordienko A.V., Leontev O.V., Solovev M.V., Dudarenko S.V. [Dynamics of quality of life when applying biological feedback training in patients with arterial hypertension with anxiety-depressive disorders]. Vestnik psihoterapii = Psychotherapy Bulletin. 2021; 77(82); 27-36. (in Russ.)

4. Aleksandrov A.Y., Uplisova K.O., Ivanova V.Y. [Biofeedback specialization effect on physiological tremor amplitude dynamics]. Fiziologiya cheloveka = Human Physiology. 2020;46(2):22-29. (in Russ.)

5. Babich T.Yu., Pieho R.M., Yurchenko E.Yu., Suleymanova S.R., Grishko T.V. [The use of fuctional biocontrol durihg the antenatal education of women]. Mediko-farmacevticheskij zhurnal Pul's = Medical and pharmaceutical journal Pulse. 2020;22(3):24-28. DOI 10.26787/nydha-2686-6838-2020-22-3-24-28. (in Russ.)

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