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A new method for computing Moore-Penrose inverse matrices

机译:一种计算Moore-Penrose逆矩阵的新方法

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摘要

The Moore-Penrose inverse of an arbitrary matrix (including singular and rectangular) has many applications in statistics, prediction theory, control system analysis, curve fitting and numerical analysis. In this paper, an algorithm based on the conjugate Gram-Schmidt process and the Moore-Penrose inverse of partitioned matrices is proposed for computing the pseudoinverse of an m x n real matrix A with m >= n and rank r <= n. Numerical experiments show that the resulting pseudoinverse matrix is reasonably accurate and its Computation time is significantly less than that of pseudoinverses obtained by the other methods for large sparse matrices.
机译:任意矩阵(包括奇异和矩形)的Moore-Penrose逆在统计,预测理论,控制系统分析,曲线拟合和数值分析中都有许多应用。本文提出了一种基于共轭Gram-Schmidt过程和分区矩阵的Moore-Penrose逆的算法,用于计算m> = n且秩r <= n的m x n实矩阵A的伪逆。数值实验表明,所得到的伪逆矩阵是相当准确的,其计算时间明显小于通过其他方法获得的大型稀疏矩阵的伪逆。

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