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On the Finite Complexity of Solutions in a Degenerate System of Quadratic Equations: Exact Formula

The paper describes an application of the p-regularity theory to Quadratic Programming (QP) and nonlinear equations with quadratic mappings. In the first part of the paper, a special structure of the nonlinear equation and a construction of the 2-factor operator are used to obtain an exact formula f...

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Detalles Bibliográficos
Autores principales: Brezhneva, Olga, Prusińska, Agnieszka, Tret’yakov, Alexey A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10453035/
https://www.ncbi.nlm.nih.gov/pubmed/37628142
http://dx.doi.org/10.3390/e25081112
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author Brezhneva, Olga
Prusińska, Agnieszka
Tret’yakov, Alexey A.
author_facet Brezhneva, Olga
Prusińska, Agnieszka
Tret’yakov, Alexey A.
author_sort Brezhneva, Olga
collection PubMed
description The paper describes an application of the p-regularity theory to Quadratic Programming (QP) and nonlinear equations with quadratic mappings. In the first part of the paper, a special structure of the nonlinear equation and a construction of the 2-factor operator are used to obtain an exact formula for a solution to the nonlinear equation. In the second part of the paper, the QP problem is reduced to a system of linear equations using the 2-factor operator. The solution to this system represents a local minimizer of the QP problem along with its corresponding Lagrange multiplier. An explicit formula for the solution of the linear system is provided. Additionally, the paper outlines a procedure for identifying active constraints, which plays a crucial role in constructing the linear system.
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spelling pubmed-104530352023-08-26 On the Finite Complexity of Solutions in a Degenerate System of Quadratic Equations: Exact Formula Brezhneva, Olga Prusińska, Agnieszka Tret’yakov, Alexey A. Entropy (Basel) Article The paper describes an application of the p-regularity theory to Quadratic Programming (QP) and nonlinear equations with quadratic mappings. In the first part of the paper, a special structure of the nonlinear equation and a construction of the 2-factor operator are used to obtain an exact formula for a solution to the nonlinear equation. In the second part of the paper, the QP problem is reduced to a system of linear equations using the 2-factor operator. The solution to this system represents a local minimizer of the QP problem along with its corresponding Lagrange multiplier. An explicit formula for the solution of the linear system is provided. Additionally, the paper outlines a procedure for identifying active constraints, which plays a crucial role in constructing the linear system. MDPI 2023-07-25 /pmc/articles/PMC10453035/ /pubmed/37628142 http://dx.doi.org/10.3390/e25081112 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Brezhneva, Olga
Prusińska, Agnieszka
Tret’yakov, Alexey A.
On the Finite Complexity of Solutions in a Degenerate System of Quadratic Equations: Exact Formula
title On the Finite Complexity of Solutions in a Degenerate System of Quadratic Equations: Exact Formula
title_full On the Finite Complexity of Solutions in a Degenerate System of Quadratic Equations: Exact Formula
title_fullStr On the Finite Complexity of Solutions in a Degenerate System of Quadratic Equations: Exact Formula
title_full_unstemmed On the Finite Complexity of Solutions in a Degenerate System of Quadratic Equations: Exact Formula
title_short On the Finite Complexity of Solutions in a Degenerate System of Quadratic Equations: Exact Formula
title_sort on the finite complexity of solutions in a degenerate system of quadratic equations: exact formula
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10453035/
https://www.ncbi.nlm.nih.gov/pubmed/37628142
http://dx.doi.org/10.3390/e25081112
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