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AN AUGMENTED STABILITY RESULT FOR THE LANCZOS HERMITIAN MATRIX TRIDIAGONALIZATION PROCESS

机译:LANCZOS HERMITIAN矩阵对角化过程的增强稳定性结果

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摘要

It is shown that a good implementation of the Hermitian matrix tridiagonalization process of Lanczos [J. Research Nat. Bur. Standards, 45 (1950), pp. 255-282] produces a tridiagonal matrix that is, at each step, the exact result for the process applied to a strange augmented problem. Since the process is not stable in the standard sense, this augmented stability result cannot be transformed to prove standard stability. The intent is to obtain an increased understanding of the Lanczos tridiagonalization process, and this result could later be used to analyze the many applications of the process to large sparse matrix problems, such as the solution of the eigenproblem, compatible linear systems, least squares, and the singular value decomposition.
机译:结果表明,Lanczos的Hermitian矩阵三对角化过程的良好实现[J.研究国家伯Standards,45(1950),pp.255-282]产生了一个三对角矩阵,该矩阵在每一步上都是应用于一个奇怪的增广问题的过程的精确结果。由于该过程在标准意义上不稳定,因此无法将增加的稳定性结果转换为标准稳定性。目的是为了加深对Lanczos三对角化过程的了解,该结果以后可用于分析该过程在大型稀疏矩阵问题上的许多应用,例如本征问题的解决方案,兼容的线性系统,最小二乘,以及奇异值分解。

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