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Fast Heap Transform-Based QR-Decomposition of Real and Complex Matrices: Algorithms and Codes

机译:基于快速堆变换的实数和复杂矩阵的QR分解:算法和代码

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In this paper, we describe a new look on the application of Givens rotations to the QR-decomposition problem, which is similar to the method of Householder transformations. We apply the concept of the discrete heap transform, or signal-induced unitary transforms which had been introduced by Grigoryan (2006) and used in signal and image processing. Both cases of real and complex nonsingular matrices are considered and examples of performing QR-decomposition of square matrices are given. The proposed method of QR-decomposition for the complex matrix is novel and differs from the known method of complex Givens rotation and is based on analytical equations for the heap transforms. Many examples illustrated the proposed heap transform method of QR-decomposition are given, algorithms are described in detail, and MATLAB-based codes are included.
机译:在本文中,我们描述了将Givens旋转应用于QR分解问题的新外观,这与Householderer变换的方法类似。我们应用了离散堆变换的概念,即由Grigoryan(2006)引入并用于信号和图像处理的信号诱导的-变换。考虑了实数和复数非奇异矩阵的情况,并给出了执行平方矩阵QR分解的示例。所提出的用于复杂矩阵的QR分解方法是新颖的,与已知的复杂Givens旋转方法不同,它基于堆变换的解析方程。给出了许多实例,给出了拟议的QR分解堆变换方法,详细描述了算法,并包括了基于MATLAB的代码。

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