A Direct Method for Solving Regularized Quaternion Matrix Regression Problems

ABSTRACT In this paper, we mainly discuss a direct method for solving the regularized quaternion matrix regression. Using the complex representation method, we first obtain the closed‐form solutions of the regularized quaternion matrix regression problem and then provide two numerical examples of color face recognition to show the feasibility of the proposed algorithms.

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Publication Details

Journal
Mathematical Methods in the Applied Sciences
Published
2025-04-13
DOI
https://doi.org/10.1002/mma.10968
Citations
1
Primary Topic
Statistical and numerical algorithms
Type
article
Field-Weighted Citation Impact
3.73

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article

A Direct Method for Solving Regularized Quaternion Matrix Regression Problems

Xin Liu, Yang Zhang, Yibin Yu, Cong Yuan
1 citations
Mathematical Methods in the Applied Sciences
Statistical and numerical algorithms
3.73
article

A Direct Method for Solving Regularized Quaternion Matrix Regression Problems

Xin Liu, Yang Zhang, Yibin Yu, Cong Yuan
article en
1 citations

Abstract

ABSTRACT In this paper, we mainly discuss a direct method for solving the regularized quaternion matrix regression. Using the complex representation method, we first obtain the closed‐form solutions of the regularized quaternion matrix regression problem and then provide two numerical examples of color face recognition to show the feasibility of the proposed algorithms.

Mathematical Methods in the Applied SciencesVol. 48(11)
Macau University of Science and Technology (MO), Wuyi University (CN), University of Manitoba (CA)
National Natural Science Foundation of China, Fundo para o Desenvolvimento das Ciências e da Tecnologia, Natural Sciences and Engineering Research Council of Canada
Openalex Percentile: Top 11%
Statistical and numerical algorithms
3.73
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A Direct Method for Solving Regularized Quaternion Matrix Regression Problems — Xin Liu, Yang Zhang, et al. · Mathematical Methods in the Applied Sciences (2025) | TGRS Research Map | TGRS