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Domains identification by the parameter values in multidimensional space Full article

Conference 5th International Scientific and Technical Conference on Mechanical Science and Technology Update
16-17 Mar 2021 , Омск
Journal Journal of Physics: Conference Series
ISSN: 1742-6588 , E-ISSN: 1742-6596
Output data Year: 2021, Volume: 1901, Number: 1, Article number : 012056, Pages count : DOI: 10.1088/1742-6596/1901/1/012056
Authors Zykin S.V. 1 , Zykin V.S. 2
Affiliations
1 Sobolev Institute of Mathematics, Siberian Branch of the RAS, Acad. Koptyug avenue, h. 4, Novosibirsk, 630090, Russian Federation
2 Omsk State Technical University, Mira avenue h. 11, Omsk, 644050, Russian Federation

Funding (1)

1 Омский филиал ФГБУН «Институт математики им. С.Л. Соболева СО РАН». 0314-2019-0020

Abstract: As a result of cluster and discriminant data analysis, the objects are distributed among different classes represented in the multidimensional space of parameter values. At the next stage, it is relevant to use the results obtained in various applications. The most frequently solved task is the diagnostics of a newly received object when the class of the object is determined through parameter values. In terms of a data view model, the problem can be reduced to determining a domain in parameter space, the new object belonging to this domain. The solution to this problem depends on the way the data analysis results are described and presented. Previously the graphic data model was considered to describe the domains separated by surfaces in the multidimensional space. Moreover, a constructive approach was proposed to describe an error in the representation of the boundaries, making it possible to take into account the experimental data errors. The mathematical model proposed in the given article is used to develop a domain identification algorithm by the parameter values in the multidimensional space. The proof of correctness and the estimation of computational complexity are provided for the algorithm. The results obtained make it possible to use the algorithm to calculate various characteristics of objects: state, intervals of existence, etc. © Published under licence by IOP Publishing Ltd.
Cite: Zykin S.V. , Zykin V.S.
Domains identification by the parameter values in multidimensional space
Journal of Physics: Conference Series. 2021. V.1901. N1. 012056 . DOI: 10.1088/1742-6596/1901/1/012056 Scopus OpenAlex
Identifiers:
Scopus: 2-s2.0-85107336097
OpenAlex: W3164303347
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