Title :
On parallel implementation of the one-sided Jacobi algorithm for singular value decompositions
Author :
Zhou, B.B. ; Brent, R.P.
Author_Institution :
Comput. Sci. Lab., Australian Nat. Univ., Canberra, ACT, Australia
Abstract :
In this paper we give evidence to show that in one-sided Jacobi SVD computation the sorting of column norms in each sweep is very important. Two parallel Jacobi orderings are described. These orderings can generate n(n-1)/2 different index pairs and sort column norms at the same time. The one-sided Jacobi SVD algorithm using these parallel orderings converges in about the same number of sweeps as the sequential cyclic Jacobi algorithm. Some experimental results on a Fujitsu AP1000 are presented. The issue of equivalence of orderings is also discussed
Keywords :
Jacobian matrices; parallel algorithms; singular value decomposition; Fujitsu AP1000; column norms; equivalence; one-sided Jacobi algorithm; parallel Jacobi orderings; parallel implementation; parallel orderings; singular value decompositions; sorting; Australia; Concurrent computing; Convergence; Jacobian matrices; Laboratories; Matrix decomposition; Parallel processing; Pipelines; Singular value decomposition; Sorting;
Conference_Titel :
Parallel and Distributed Processing, 1995. Proceedings. Euromicro Workshop on
Conference_Location :
San Remo
Print_ISBN :
0-8186-7031-2
DOI :
10.1109/EMPDP.1995.389182