Fast Eigenvalue Decomposition of Arrowhead and Diagonal-Plus-Rank-k Matrices of Quaternions

被引:1
作者
Chaysri, Thaniporn [1 ]
Stor, Nevena Jakovcevic
Slapnicar, Ivan [1 ]
机构
[1] Univ Split, Fac Elect Engn Mech Engn & Naval Architecture, Rudjera Boskovica 32, Split 21000, Croatia
关键词
eigenvalue decomposition; matrices of quaternions; arrowhead matrix; diagonal-plus-rank-k matrix;
D O I
10.3390/math12091327
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Quaternions are a non-commutative associative number system that extends complex numbers, first described by Hamilton in 1843. We present algorithms for solving the eigenvalue problem for arrowhead and DPRk (diagonal-plus-rank-k) matrices of quaternions. The algorithms use the Rayleigh Quotient Iteration with double shifts (RQIds), Wielandt's deflation technique and the fact that each eigenvector can be computed in O(n) operations. The algorithms require O(n(2)) floating-point operations, n being the order of the matrix. The algorithms are backward stable in the standard sense and compare well to the standard QR method in terms of speed and accuracy. The algorithms are elegantly implemented in Julia, using its polymorphism feature.
引用
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页数:21
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