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Selective alternating projections to find the nearest SDD+ matrix

Authors :
Joali Moreno
Marlliny Monsalve
Marcos Raydan
René Escalante
Source :
Applied Mathematics and Computation. 145:205-220
Publication Year :
2003
Publisher :
Elsevier BV, 2003.

Abstract

We extend and improve recently proposed algorithms to solve the problem of minimizing the distance from a given matrix to the cone of symmetric and diagonally dominant matrices with positive diagonal (SDD^+). We present a variety of criteria to select a subset of the supporting hyperplanes of the faces of SDD^+, and also of the polar cone (SDD^+)^0, to then apply Dykstra's alternating projection method. These selections reduce the number of projections and therefore reduce the required computational work. In all our new algorithms, the symmetry and the diagonal dominance of the obtained matrix are guaranteed. Preliminary numerical experiments indicate that some of the selection criteria produce a significant reduction in CPU time.

Details

ISSN :
00963003
Volume :
145
Database :
OpenAIRE
Journal :
Applied Mathematics and Computation
Accession number :
edsair.doi...........4d9cef9dc5ad08d4901f956244670604
Full Text :
https://doi.org/10.1016/s0096-3003(02)00478-2