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避免通信对称不定分解

Communication-Avoiding Symmetric-Indefinite Factorization
作者:Grey Ballard;Dulceneia Becker;James DemmelJack Dongarra;Alex Druinsky;Inon Peled;Oded Schwartz;Sivan Toledo;Ichitaro Yamazaki; 作者单位:Electrical Engineering and Computer Sciences 加工时间:2013-11-08 信息来源:EECS 索取原文[31 页]
关键词:三角分解算法;对称不定分解;通信量;最佳通信
摘 要:We describe and analyze a novel symmetric triangular factorization algorithm. The algorithm is essentially a block version of Aasen’s triangular tridiagonalization. It factors a dense symmetric matrix A as the product A = PLTLTPT where P is a permutation matrix, L is lower triangular, and T is block tridiagonal and banded. The algorithm is the first symmetric-indefinite communication-avoiding factorization: it performs an asymptotically optimal amount of communication in a two-level memory hierarchy for almost any cache-line size. Adaptations of the algorithm to parallel computers are likely to be communication efficient as well; one such adaptation has been recently published. The current paper describes the algorithm, proves that it is numerically stable, and proves that it is communication optimal.
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