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THE CONDITION NUMBER OF JOIN DECOMPOSITIONS.

Authors :
BREIDING, PAUL
VANNIEUWENHOVEN, NICK
Source :
SIAM Journal on Matrix Analysis & Applications. 2018, Vol. 39 Issue 1, p287-309. 23p.
Publication Year :
2018

Abstract

The join set of a finite collection of smooth embedded submanifolds of a mutual vector space is defined as their Minkowski sum. Join decompositions generalize some ubiquitous decompositions in multilinear algebra, namely, tensor rank, Waring, partially symmetric rank, and block term decompositions. This paper examines the numerical sensitivity of join decompositions to perturbations; specifically, we consider the condition number for general join decompositions. It is characterized as a distance to a set of ill-posed points in a supplementary product of Grassmannians. We prove that this condition number can be computed eficiently as the smallest singular value of an auxiliary matrix. For some special join sets, we characterized the behavior of sequences in the join set converging to the latter's boundary points. Finally, we specialize our discussion to the tensor rank and Waring decompositions and provide several numerical experiments confirming the key results. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
08954798
Volume :
39
Issue :
1
Database :
Academic Search Index
Journal :
SIAM Journal on Matrix Analysis & Applications
Publication Type :
Academic Journal
Accession number :
129285028
Full Text :
https://doi.org/10.1137/17M1142880