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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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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. |
format | Online Article Text |
id | pubmed-10453035 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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