Карина Владимировна МЕЛЬНИК


The problem of improving of effectiveness of medical facility for implementation of social project is considered. There are different approaches to solve this problem, some of which require additional funding, which is usually absent. Therefore, it was proposed to use the approach of processing and application of patients’ data from medical records. The selection of a representative sample of patients was carried out using the technique of collaborative filtering. Review of the methods of collaborative filtering is performed, which showed that there are three main groups of methods. The first group calculates various measures of similarity between the object. The second group is data mining techniques. The third group of methods is a hybrid approach. The Gower coefficient for calculation of similarity measure of medical records of patients is considered in the article. A model of risk assessment of diseases based on collaborative filtering techniques is developed.


medical data processing; collaborative filtering; Gower coefficient.


A Guide to the Project Management Body of Knowledge (PMBOK Guide). Режим доступа: [ 15.11.14].

Daniel Lemire. Slope One Predictors for Online Rating-Based Collaborative Filtering / Daniel Lemire, Anna Maclachlan. Режим доступа: [ 19.11.14]

M. Balabanovic and Y. Shoham. Fab: Content-based, collaborative recommendation. Communications of the Association of Computing Machinery, 40(3):66-72,1997.

Мельник К.В. Применение аппарата Байесовых сетей при обработке данных из медицинских карточек / Мельник К.В., Глушко В.Н. // Science and Education a New Dimension: Natural and Technical Sciences. –I(2), Issue: 15, 2013. – p. 126-129. Венгрия, Будапешт.

Мельник К.В. Анализ данных для медицинской информационной системы в лечебно-профилактическом учреждении / Мельник К.В., Голоскоков А.Е. // Вестник НТУ«ХПИ». – Харьков. - №29. – 2012. – с. 60-67.

Brian S. Everitt. Cluster Analysis / Brian S. Everitt, Sabine Landau, Morven Leese, Daniel Stahl // John Wiley & Sons, Ltd , 2001.  330 p.

GOST Style Citations

Copyright (c) 2015 Карина Владимировна МЕЛЬНИК

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

Strategic Management Department, NTU «KhPI»
All rights reserved © 2015-2020 Kharkiv, Ukraine