修正矩阵分解的方法

G. Golub, P. Gill, W. Murray, M. Saunders
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引用次数: 266

摘要

近年来出现了几种算法来修改一个矩阵在秩一变化后的因子。这些方法一直是在特定应用的背景下给出的,这可能限制了它们在更广泛领域的使用。在本报告中,描述了几种方法来修改乔列斯基因子。其中一些是以前发表过的,而另一些是第一次出现。此外,本文还提出了一种修正一般矩阵的完全正交分解的新算法,并以此作为特例得到了传统的QR因子。使用了统一的符号,并强调了不同方法之间的相似性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Methods for modifying matrix factorizations
In recent years several algorithms have appeared for modifying the factors of a matrix following a rank-one change. These methods have always been given in the context of specific applications and this has probably inhibited their use over a wider field. In this report several methods are described for modifying Cholesky factors. Some of these have been published previously while others appear for the first time. In addition, a new algorithm is presented for modifying the complete orthogonal factorization of a general matrix, from which the conventional QR factors are obtained as a special case. A uniform notation has been used and emphasis has been placed on illustrating the similarity between different methods.
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