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Matematicheskoe modelirovanie, 2020, Volume 32, Number 11, Pages 70–78
DOI: https://doi.org/10.20948/mm-2020-11-06
(Mi mm4234)
 

This article is cited in 1 scientific paper (total in 1 paper)

Compromise Pareto's evaluation of parameters linear regression

S. I. Noskov

Irkutsk State University of Railway Engineering
Full-text PDF (276 kB) Citations (1)
References:
Abstract: The material in this article is based on the author’s works on the construction of the Pareto set in the two-criterion problem of estimating the parameters of a linear regression equation with loss functions corresponding to the city distance and Chebyshev distance. It is known that the first of them is insensitive to emissions, while the second, on the contrary, gravitates to them. In these works, it was shown that such a problem reduces to a multicriteria linear programming problem, and its solution is the Pareto set. The article proposes a method for verifying the Paretiness of an arbitrary parameter estimation, as well as, in the case of identifying its non-parity, determining compromises in the given meanings of the estimates. Moreover, all the formulated problems are reduced to computationally simple linear programming problems.
Keywords: linear regression, two-criteria parameter estimation, urban distance, Chebyshev distance, Pareto set of estimates, Pareto compromise estimates.
Received: 28.10.2019
Revised: 11.02.2020
Accepted: 21.09.2020
English version:
Mathematical Models and Computer Simulations, 2021, Volume 13, Issue 4, Pages 586–590
DOI: https://doi.org/10.1134/S2070048221040189
Document Type: Article
Language: Russian
Citation: S. I. Noskov, “Compromise Pareto's evaluation of parameters linear regression”, Matem. Mod., 32:11 (2020), 70–78; Math. Models Comput. Simul., 13:4 (2021), 586–590
Citation in format AMSBIB
\Bibitem{Nos20}
\by S.~I.~Noskov
\paper Compromise Pareto's evaluation of parameters linear regression
\jour Matem. Mod.
\yr 2020
\vol 32
\issue 11
\pages 70--78
\mathnet{http://mi.mathnet.ru/mm4234}
\crossref{https://doi.org/10.20948/mm-2020-11-06}
\transl
\jour Math. Models Comput. Simul.
\yr 2021
\vol 13
\issue 4
\pages 586--590
\crossref{https://doi.org/10.1134/S2070048221040189}
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  • https://www.mathnet.ru/eng/mm/v32/i11/p70
  • This publication is cited in the following 1 articles:
    Citing articles in Google Scholar: Russian citations, English citations
    Related articles in Google Scholar: Russian articles, English articles
    Математическое моделирование
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    Abstract page:312
    Full-text PDF :68
    References:44
    First page:15
     
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