Eigenvalues of Quaternion Tensors: Properties, Algorithms and Applications

IF 1.1 2区 数学 Q2 MATHEMATICS, APPLIED Advances in Applied Clifford Algebras Pub Date : 2024-11-22 DOI:10.1007/s00006-024-01366-3
Zhuo-Heng He, Ting-Ting Liu, Xiang-Xiang Wang
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Abstract

In this paper, we investigate the eigenvalues of quaternion tensors under Einstein Product and their applications in color video processing. We present the Ger\(\check{s}\)gorin theorem for quaternion tensors. Furthermore, we have executed some experiments to validate the efficacy of our proposed theoretical framework and algorithms. Finally, we contemplate the application of this methodology in color video compression, in which the reconstruction of an approximate original image is achieved by computing a limited number of the largest eigenvalues, yielding a favorable outcome. In summary, by utilizing block tensors in its iterations, this method converges more rapidly to the desired eigenvalues and eigentensors, which significantly reduces the time required for videos compression.

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四元张量的特征值:特性、算法和应用
本文研究了爱因斯坦积下的四元数张量特征值及其在彩色视频处理中的应用。我们提出了四元数张量的 Ger\(\check{s}\)gorin 定理。此外,我们还进行了一些实验来验证我们提出的理论框架和算法的有效性。最后,我们考虑将这一方法应用于彩色视频压缩,通过计算有限数量的最大特征值来实现近似原始图像的重建,从而获得良好的结果。总之,通过在迭代中利用块张量,该方法能更快地收敛到所需的特征值和电子张量,从而大大减少了视频压缩所需的时间。
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来源期刊
Advances in Applied Clifford Algebras
Advances in Applied Clifford Algebras 数学-物理:数学物理
CiteScore
2.20
自引率
13.30%
发文量
56
审稿时长
3 months
期刊介绍: Advances in Applied Clifford Algebras (AACA) publishes high-quality peer-reviewed research papers as well as expository and survey articles in the area of Clifford algebras and their applications to other branches of mathematics, physics, engineering, and related fields. The journal ensures rapid publication and is organized in six sections: Analysis, Differential Geometry and Dirac Operators, Mathematical Structures, Theoretical and Mathematical Physics, Applications, and Book Reviews.
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