Forecasting of Patients Condition in the Monitoring Medical Systems on the Example of Prostate Diseases

Veronica A. Goriacha, Oleksandr Yu. Sokolov, Kateryna M. Ugryumova, Igor M. Antonyan, Yuri V. Roshin, Alexandr I. Zelensky, Fedor G. Moshel, Taron A. Nalbandian

Abstract


Goriacha Veronica A., Sokolov Oleksandr Yu., Ugryumova Kateryna M., Antonyan Igor M., Roshin Yuri V., Zelensky Alexandr I., Moshel Fedor G., Nalbandian Taron A. Forecasting of Patients Condition in the Monitoring Medical Systems on the Example of Prostate Diseases. Journal of Education, Health and Sport. 2016;6(5):77-93. eISSN 2391-8306. DOI http://dx.doi.org/10.5281/zenodo.51160

http://ojs.ukw.edu.pl/index.php/johs/article/view/3511

https://pbn.nauka.gov.pl/sedno-webapp/works/725671

 

The journal has had 7 points in Ministry of Science and Higher Education parametric evaluation. Part B item 755 (23.12.2015).

755 Journal of Education, Health and Sport eISSN 2391-8306 7

© The Author (s) 2016;

This article is published with open access at Licensee Open Journal Systems of Kazimierz Wielki University in Bydgoszcz, Poland

Open Access. This article is distributed under the terms of the Creative Commons Attribution Noncommercial License which permits any noncommercial use, distribution, and reproduction in any medium,

provided the original author(s) and source are credited. This is an open access article licensed under the terms of the Creative Commons Attribution Non Commercial License

(http://creativecommons.org/licenses/by-nc/4.0/) which permits unrestricted, non commercial use, distribution and reproduction in any medium, provided the work is properly cited.

This is an open access article licensed under the terms of the Creative Commons Attribution Non Commercial License (http://creativecommons.org/licenses/by-nc/4.0/) which permits unrestricted, non commercial

use, distribution and reproduction in any medium, provided the work is properly cited.

The authors declare that there is no conflict of interests regarding the publication of this paper.

Received: 05.04.2016. Revised 25.04.2016. Accepted: 05.05.2016.

 

 

Forecasting of Patients Condition in the Monitoring Medical Systems on the Example of Prostate Diseases

Goriacha Veronica A.1, Sokolov Oleksandr Yu.2, Ugryumova Kateryna M.1, Antonyan Igor M.3, Roshin Yuri V.3, Zelensky Alexandr I.3, Moshel Fedor G.3, Nalbandian Taron A.3

 

1Information technology department, National Aerospace University named by N. Ye. Zhukovsky “Kharkov Aviation Institute”, Ukraine

2Department of Informatics, Faculty of Physics, Astronomy and Informatics, Nicolaus Copernicus University, Grudzianska 5, 87-100, Torun, Poland

3Department of General and children's oncological urology, Medical Academy of Postgraduate Education Moscow Avenue 195, 61037, Kharkiv, Ukraine

 

splaijna@gmail.com, osokolov@is.umk.pl, ukatya80@mail.ru, urology.edu.ua@gmail.com

Abstract. The mathematical models and computational methods with implementing them applied information technology of decision support in monitoring medical system are proposed. The method of construction robust monitoring indices based diagnostic models for criteria quality assessment of the systems elements condition is described. The informativeness (significance) assessment method of the systems diagnosing models variables, obtained based on artificial neural networks (ANN) theory instrument is developed. The forecasting method of multivariate time series obtained on the monitoring indices based variables of the dynamic systems condition is developed. The method for solving the condition classification problem of the complex systems elements is improved. The decision support computer system in medical monitoring systems is developed. Application examples of the described methods on diagnosis of medical patients are presented.

Keywords: Decision Support Software System, Reasoning Methods, computational methods, clinical medicine.


Keywords


Decision Support Software System, Reasoning Methods, computational methods, clinical medicine.

Full Text:

PDF

References


Blanke M., Kinnaert M., Lunze J., Staroswiecki M., Schroder J. Diagnosis and Fault-Tolerant Control. - Berlin, New-York: Springer, 2006. – 672 p.

Haykin Neural networks: a complete course, second edition/ Haykin, Simon: Trans. from English. Moscow publishing house “Williams”, 2006. – 1104 p. (in Russian).

Taguchi G. The Mahalanobis–Taguchi Strategy. A pattern technology system / Taguchi G., Jugulum R. New York: John Wiley & Sons, 2002. – 235 p.

Strelets V.E. Systemic improving the elements of complex technical systems based on the concept of inverse problems: monograph / V.E. Strelets, A.A.Tronchuk, E.M. Ugryumova etc .; under the total. Ed. by ML Ugryumov. - Kh .: Nat. Aerospace Univ. named after N.E. Zhukovsky « Kharkiv. aviation. Inst», 2013. – 148 p. – ISBN 978-966-662-312-9. (in Russian).

Antonyan I.M. A method of the variables informativeness estimation of the neural network models of systems and processes under data uncertainty / I.M. Antonyan, V.A. Goriacha, A.I. Zelensky, E.M. Ugryumova. // Journal of Kharkiv National University. Collected Works. - 2015, №1156 Series: «Mathematical modeling. Information Technology. Automated control systems». – Issue 26. P. 5-16. (in Russian).

Aivazyan, S.А. Applied Statistics and Econometrics basis – Textbook for high schools / S.А. Aivazyan, V.S. Mkhitaryan. – Moscow: UNITY, 1998. – 1022p. (in Russian).

Gubler E.V., Genkin A.A. Applying nonparametric statistics in biomedical research. - Leningrad: « Medicine» Leningrad branch, 1973. - 144 p. (in Russian).

Strizhov V.V. Selection methods of regression models / V.V. Strizhov, E.A. Krymov. - M .: CC RAS, 2010. - 60p. (in Russian).

Zagoruiko N.G. Applied methods of data analysis and knowledge / N.G. Zagoruiko. - Novosibirsk: Sobolev Institute of Mathematics, 1999. - 270 p. (in Russian).

A.N. Gurzhiy Mathematical support of information-management systems. Prediction: Proc. Collec. / A.N. Gurzhiy, V.M. Levykin, B.V. Shamsha, T.B. Shatovskaya. - Kh.: «Company SMITH», 2013. – 372 p. (in Russian).

Rumshinsky L.Z. The mathematical processing of the experimental results / L.Z. Rumshinsky. - Home edition of Physical and mathematical literature. - M.: «Science», 1971. – 192 p. (in Russian).

Antonyan I.M. An improved method and information technology for solving the classification problem of the elements condition of complex systems / I.M. Antonyan, V.A. Goriacha, A.I. Zelensky, E.M.Ugryumova // Journal of Kharkov National University. Collected Works. Series: «Mathematical modeling. Information Technology. Automated control systems». – 2013. – Issue 22 (№1063). – P. 5-16. (in Russian).


Refbacks

  • There are currently no refbacks.




Copyright (c) 2016 Journal of Education, Health and Sport

Creative Commons License
This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.

Journal of Education, Health and Sport formerly Journal of Health Sciences

Declaration on the original version.

Editors indicates that the main version of the magazine is to issue a "electronic".

The journal has had 5 points in Ministry of Science and Higher Education parametric evaluation. § 8. 2) and § 12. 1. 2) 22.02.2019.

1223 Journal of Education, Health and Sport eISSN 2391-8306 7

ISSN 2391-8306 formerly ISSN: 1429-9623 / 2300-665X

Archives 2011 - 2014

PBN 2011 - 2014

https://pbn.nauka.gov.pl/sedno-webapp/search?search&searchCategory=WORK&filter.inJournal=36616

POL-index 2011 - 2014

https://pbn.nauka.gov.pl/polindex-webapp/browse/journal/journal-32a319c5-a850-4f44-ba70-1418a6087655

BASE 2011 - 2014

https://www.base-search.net/Search/Results?lookfor=Journal+of+Health+Sciences+%28Radom%29&type=all&oaboost=1&ling=1&name=&thes=&refid=dcrespl&newsearch=1

http://elibrary.ru/contents.asp?titleid=37467

http://journal.rsw.edu.pl/index.php/JHS/issue/archive

Indexed in Bases, Bazy indeksacyjne: ERIH Plus, Worldcat, PBN/POL-Index, ICI Journals Master List, Directory of Open Access Journals (DOAJ), ZBD, Ulrich's periodicals, Google Scholar, Polska Bibliografia Lekarska

US NLM = 101679844

101679844 - NLM Catalog Result - NCBI

https://www.ncbi.nlm.nih.gov/nlmcatalog/101679844

Find a library that holds this journal: http://worldcat.org/issn/23918306

Journal Language(s): English 

PBN Poland

https://pbn.nauka.gov.pl/sedno-webapp/journals/49068

POL-index

https://pbn.nauka.gov.pl/polindex-webapp/browse/journal/journal-c39c8169-88d2-45db-9e7f-d948ce9981c4

BASE

https://www.base-search.net/Search/Results?join=AND&bool0[]=AND&lookfor0[]=2391-8306&type0[]=all&page=11&l=pl&oaboost=1&refid=dcpagepl

Redaction, Publisher and Editorial Office

Instytut Kultury Fizycznej Uniwersytet Kazimierza Wielkiego w Bydgoszczy, Institute of Physical Education Kazimierz Wielki University in Bydgoszcz, Poland 85-091 Bydgoszcz ul. Sportowa 2  www.ukw.edu.pl Copyright by Instytut Kultury Fizycznej UKW w Bydgoszczy http://ojs.ukw.edu.pl/index.php/johs  Open Access ISSN 2391-8306 formerly ISSN: 1429-9623 / 2300-665X

The journal has been approved for inclusion in ERIH PLUS.

The ERIH PLUS listing of the journal is available at https://dbh.nsd.uib.no/publiseringskanaler/erihplus/periodical/info?id=485984

SIC Science citation index (calculated on the basis of TCI and Page Rank) 0

Russian Impact factor 0.16

Indexed in Index Copernicus Journals Master List.

http://journals.indexcopernicus.com/Journal+of+Education+Health+and+Sport,p24782242,3.html

ICV 2018 = 95.95 ICV 2017 = 91.30 ICV 2016 = 84.69 ICV 2015 = 93.34 ICV 2014 = 89.51 Standardized Value: 8.27 ICV 2013: 7.32 ICV 2012: 6.41 ICV 20115.48

The InfoBase Index IBI Factor for the year 2015 is 3.56 in InfoBase Index.com.

Website: www.infobaseindex.com

Universal Impact Factor 1.78 for year 2012. (http://www.uifactor.org/AppliedJournals.aspx)

Indexed in Polish Scholarly Bibliography (PBN) (PBN Polska Bibliografia Naukowa) (https://pbn.nauka.gov.pl/journals/36616)

is a portal of the Polish Ministry of Science and Higher Education, collecting information on publications of Polish scientists and on Polish and foreign scholarly journals. Polish Scholarly Bibliograhpy is a part of POL-on - System of Information on Higher Education. It is operated by the Interdisciplinary Centre for Mathematical and Computational Modelling, University of Warsaw.

Indexed in Russian Sciences Index Российский индекс научного цитирования (РИНЦ) http://elibrary.ru/contents.asp?titleid=37467

Indexed in Arianta Polish scientific and professional electronic journals Aneta Drabek i Arkadiusz Pulikowski

(http://www1.bg.us.edu.pl/bazy/czasopisma/czasop_full.asp?id=3595)