Performance Improvement of the FFDiag Algorithm based on Pre-Diagonalization by Closed-Form Joint Diagonalizers
Performance Improvement of the FFDiag Algorithm based on Pre-Diagonalization by Closed-Form Joint Diagonalizers
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DOI:
10.2316/p.2013.804-016
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发表时间:
2013
期刊:
影响因子:
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通讯作者:
Miho Murota;A. Tanaka
中科院分区:
文献类型:
--
作者:
Miho Murota;A. Tanaka
In this paper, we try to improve the performance of the FFDiag algorithm, which is one of the state-of-the-art iteration-based approximate joint diagonalizers of a given set of real-valued symmetric matrices. The key idea of the improvement is pre-diagonalization by a closed-form joint diagonalizer whose computational cost is smaller than that of the FFDiag algorithm. Numerical experiments for approximate joint diagonalization of a set of real-valued symmetric matrices, that are randomly generated, are conducted to verify the efficacy of the proposed scheme in terms of computational costs and joint diagonalization performance.