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s-step兰索斯法在有限精度的误差分析

Error analysis of the s-step Lanczos method in finite precision

作者:Erin Carson;James Demmel 加工时间:2014-07-09 信息来源:EECS 索取原文[28 页]
关键词:误差分析;兰索斯法;有限精度
摘 要:The s-step Lanczos method is an attractive alternative to the classical Lanczos method as it enables an O(s) reduction in data movement over a xed number of iterations. This can signi cantly improve performance on modern computers. In order for s-step methods to be widely adopted, it is important to better understand their error properties. Although the s-step Lanczos method is equivalent to the classical Lanczos method in exact arithmetic, empirical observations demonstrate that it can behave quite di erently in nite precision. In the s-step Lanczos method, the computed Lanczos vectors can lose orthogonality at a much quicker rate than the classical method, a property which seems to worsen with increasing s.
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