Keywords: data intellectual analysis, multilevel monitoring, cluster analysis, disease forecasting
APPLYING DATA MINING TECHNIQUES AND MULTILEVEL MONITORING TO SOLVING A PROBLEM OF MEDICAL AID RATIONALIZATION
UDC 681.3
DOI:
The question of using methods of the data intellectual analysis is considered through studies of medical systems of various levels. The authors formulate the problems arising while solving a question of medical aid rationalization. The role of multilevel monitoring while solving application tasks is defined and the review of recommended methods of prediction and classification models construction is presented. The necessity of using procedures of preliminary processing of the information is proved.
1. Gafanovich E.Ya. Intellectualization of the choice of medical interventions in the treatment of hypertension based on prognostic and optimization assessment of their effectiveness / E.Ya. Gafanovich, I.Ya. Lvovich // Modern problems of science and education. - 2013. - No. 4. - S. 132.
2. Gafanovich E.Ya. Mathematical Models and Numerical Methods integration of diagnostic and medical technologies / E.Ya. Gafanovich, V.N. Frolov // System analysis and management in biomedical systems. - 2013. - T.12. - No. 4. - S. 976-978.
3. Gafanovich E.Ya. Prediction of outcomes and the choice of rational treatment of arterial hypertension using mathematical methods / E.Ya. Gafanovich, I.Ya. Lvovich // Bulletin of Voronezh State Technical University. - 2013. - T.9. - No. 4. - WITH. 84-86.
4. Computer modeling and predictive assessment regional prevalence of cardiovascular disease / E.Ya. Gafanovich, E.N. Korovin, I.Ya. Lvovich, I.M. Sokolov // Basic research. - 2013. - No. 9-4. - S. 606-610.
5. Kutashov V.A. Treatment and rehabilitation optimization issues drug-addicted patients in the Central Black Earth region of the Russian Federation / V.A. Kutashov, L.A. Kutashova // Bulletin of neurology, psychiatry and neurosurgery. - 2013. - No. 8. - S. 25-33.
6. Kutashov V.A. Optimization of diagnosis and treatment of affective disorders in chronic diseases / V.A. Kutashov, Y.E. Lvovich, I.V. Postnikova. - Voronezh: VSTU, 2009 .-- 198 p.
7. Kutashova L.A. Assessment of the diagnostic significance of the characteristics patients with chronic diseases to predict development depressive disorders / L.A. Kutashova, V.A. Kutashov, G.Ya. Klimenko // Youth and modern information technology: Vseros materials. youth conference. - Voronezh, 2011. - S. 281-283.
8. Kutashova L.A. Systemic analysis of epidemiological and economic application of some psychotropic drugs / L.A. Kutashova, V.A. Kutashov // System analysis and management in Biomedical Systems: A Journal of Practical and Theoretical biology and medicine. - 2013. - T.12. No. 2. - S. 340-345.
9. Lvovich I.Ya. Intellectualization information technology the process of diagnosing the physical development of children / I.Ya. Lvovich, O.V. Minakova, V.P. Sitnikova // Bulletin of the Voronezh Institute of High technology. - 2008. - No. 3. - S. 112-115.
10. Lvovich I.Ya. Using normalized grades to describe biomedical parameters of patients heterogeneous by sex and age / I.Ya. Lvovich, O.V. Minakova, V.P. Sitnikova // Bulletin Voronezh Institute of High Technologies. - 2007. - T.1. - No. 2. - S. 29-34.
11. Lvovich Ya.E. Modeling of biotechnological and medical systems / I.E. Lvovich, M.V. Frolov // Ed. V.N. Frolova: textbook. allowance. - Voronezh: VSTU Publishing House, 1994.
12. Medic V.A. Mathematical statistics in medicine: textbook. allowance / V.A. Medic, M.S. Tokmachev. - M.: Finance and Statistics, 2007. - 800 p.
13. Preobrazhensky Yu.P. The use of imitation-semantic modeling and semi-Markov decision-making processes in clinical practice / Yu.P. Preobrazhensky, N.S. Preobrazhenskaya // Bulletin of the Voronezh Institute of High Technologies. - 2010. - No. 6. - S. 83-89.
14. Himina I.N. Streamlining medical care management patients with diseases of the stomach and duodenum on the basis of integrated monitoring and classification forecasting modeling / I.N. Himina, V.N. Ektov, O.N. Choporov O.N. - Voronezh: publishing house "Scientific book", 2014. - 181 p.
15. Choporov O.N. Information preprocessing methods for system analysis and modeling of medical systems / O.N. Choporov, N.V. Naumov, L.A. Kutashova, A.I. Agarkov // Doctoral student. - No. 6.2 (55). - 2012 .-- S. 382-390.
16. Choporov O.N. Optimization of the functioning of medical systems on the basis of integral estimates and classification and prognostic modeling: dis. ... Dr. tech. sciences. - Voronezh, 2001 .-- 325 p.
17. Yunkerov V.I. Mathematical and statistical data processing medical research / V.I. Yunkerov, S.G. Grigoryev. - SPb .: WMA, 2002 .-- 266 p.
Keywords: data intellectual analysis, multilevel monitoring, cluster analysis, disease forecasting
For citation: Choporov O.N., Bolgov S.V., Manakin I.I. APPLYING DATA MINING TECHNIQUES AND MULTILEVEL MONITORING TO SOLVING A PROBLEM OF MEDICAL AID RATIONALIZATION. Modeling, Optimization and Information Technology. 2015;3(1). URL: https://moit.vivt.ru/wp-content/uploads/2015/04/ChoporovBolgovManakin%20_1_15_1.pdf DOI: (In Russ).
Published 31.03.2015