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Vestnik of Saint Petersburg University. Mathematics. Mechanics. Astronomy, 2024, Volume 11, Issue 3, Pages 537–548
DOI: https://doi.org/10.21638/spbu01.2024.310
(Mi vspua315)
 

MATHEMATICS

$D$-optimal designs for a two-dimensional polynomial model

P. V. Shpilev

St. Petersburg State University, 7-9, Universitetskaya nab., St. Petersburg, 199034, Russian Federation
Abstract: The influence of an affine transformation of the design space on the number of support points in the $D$-optimal design has been studied for a two-dimensional polynomial regression model. For a full rank model of degree n, a result was obtained that determines the structure of the $D$-optimal plan. It is proven that for a region of design space that is symmetric about zero, the optimal plan is symmetric as well. This result allows for a significant reduction in the dimensionality of the optimization problem and forms the basis of an algorithm developed by the author for finding $D$-optimal plans for models of incomplete rank in nonsymmetric design regions. The D-efficiency of designs concentrated at equidistant points was investigated.
Keywords: multivariate regression models, two-dimensional polynomial regression models, D-optimal designs, D-efficiency.
Funding agency Grant number
Russian Science Foundation 23-21-10013
The research was funded by the Russian Science Foundation and the St. Petersburg Science Foundation joint grant no. 23-21-10013, https://rscf.ru/project/23-21-10013/.
Received: 25.11.2023
Revised: 06.12.2023
Accepted: 22.02.2024
Document Type: Article
UDC: 519.24
MSC: 62K05
Language: Russian
Citation: P. V. Shpilev, “$D$-optimal designs for a two-dimensional polynomial model”, Vestnik of Saint Petersburg University. Mathematics. Mechanics. Astronomy, 11:3 (2024), 537–548
Citation in format AMSBIB
\Bibitem{Shp24}
\by P.~V.~Shpilev
\paper $D$-optimal designs for a two-dimensional polynomial model
\jour Vestnik of Saint Petersburg University. Mathematics. Mechanics. Astronomy
\yr 2024
\vol 11
\issue 3
\pages 537--548
\mathnet{http://mi.mathnet.ru/vspua315}
\crossref{https://doi.org/10.21638/spbu01.2024.310}
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