MODIFYING THE SINGULAR-VALUE DECOMPOSITION ON THE CONNECTION MACHINE

Authors
Citation
Jl. Barlow et Pa. Yoon, MODIFYING THE SINGULAR-VALUE DECOMPOSITION ON THE CONNECTION MACHINE, International journal of high speed computing, 8(2), 1996, pp. 145-170
Citations number
20
Categorie Soggetti
Computer Sciences","Computer Science Theory & Methods
ISSN journal
01290533
Volume
8
Issue
2
Year of publication
1996
Pages
145 - 170
Database
ISI
SICI code
0129-0533(1996)8:2<145:MTSDOT>2.0.ZU;2-Y
Abstract
A fully parallel algorithm for updating and downdating the singular va lue decompositions (SVD's) of an m-by-n (m greater than or equal to n) matrix A is described. The algorithm uses similar chasing techniques for modifying the SVD's described in [3], but requires fewer plane rot ations, and can be implemented almost identically for both updating an d downdating. Both cyclic and consecutive storage schemes are consider ed in parallel implementation. We show that the latter scheme outperfo rms the former on a distributed memory MIMD multiprocessor. We present the experimental results on the 32-node Connection Machine (CM-5).