Pattern recognition method in medicine / Chereshnev V.A., Mazurov Vl.D., Yurchenko L.N., Gusev E.Yu., Kim A.V. // Russian Journal of Numerical Analysis and Mathematical Modelling. - 2004. - V. 19, l. 4. - P. 281-292.

ISSN:

09276467

Type:

Article

Abstract:

In this paper we consider models of learning diagnostics by precedents using pattern recognition methods and adjustment of layered neural nets. We show that in this case the problem reduces to the construction of committee constructions generalizing the notion of the solution to the system of linear inequalities. The methods proposed are justified. These methods are applied to the problems of medical diagnostics and for modelling empirical regularities.

Author keywords:

Index keywords:

Blood; Data processing; Decision theory; Diagnosis; Diseases; Formal logic; Neural networks; Pattern recognition; Physiology; Set theory; Bayes method; Learning diagnostics; Neurons; Parent population

DOI:

10.1163/1569398041974932

Смотреть в Scopus:

https://www.scopus.com/inward/record.uri?eid=2-s2.0-4043139391&doi=10.1163%2f1569398041974932&partnerID=40&md5=659f05fecfaf15910de13022d9dff239

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Поле	Значение
Link	https://www.scopus.com/inward/record.uri?eid=2-s2.0-4043139391&doi=10.1163%2f1569398041974932&partnerID=40&md5=659f05fecfaf15910de13022d9dff239
Affiliations	Inst. of Immunology and Physiology, Ural Branch, Russian Academy of Sciences, Ekaterinburg 620219, Russian Federation; Inst. of Mathematics and Mechanics, Ural Branch, Russian Academy of Sciences, Ekaterinburg 620219, Russian Federation
References	Khachay, M., Rybin, A., A new estimate of the number of members in a minimum committee of a linear inequalities system (1998) Pattern Recognition and Image Analysis, 8 (4), pp. 491-496; Mazurov, Vl.D., Committees of inequalities systems and a recognition problem (1971) Kibernetika, (3), pp. 140-146. , in Russian; Mazurov, Vl.D., (1990) Committee Method in Optimization and Classification Problems, , Nauka, Moscow (in Russian); Mazurov, Vl.D., Kazantsev, V.S., KVAZAR Package of pattern recognition application programs (1979) Trudy Inst. Math. Mech., pp. 33-40. , Ural Research Center, Akad. Nauk SSSR (in Russian); Mazurov, V.D., Khachay, M.Yu., Algorithms of the KVAZAR-PLUS system and decomposition in pattern recognition (1997) Trudy Raspozn. Obraz. Anal. Izobr., 2 (3), pp. 74-77. , Comp. Center Russ. Acad. Sci., Nizhni Novgorod (in Russian); Mazurov, Vl.D., Khachay, M.Yu., Rybin, A.I., Committee constructions for solving problems of selection, diagnostics and prediction (2002) Proc. of V. A. Steklov Inst. Math., Suppl. 1, pp. s67-s101
Correspondence Address	Chereshnev, V.A.; Inst. of Immunology and Physiology, Ural Branch, Russian Academy of Sciences, Ekaterinburg 620219, Russian Federation
CODEN	RJNME
Language of Original Document	English
Abbreviated Source Title	Russ J Numer Anal Math Modell
Source	Scopus