Back to Search Start Over

The condition number of many tensor decompositions is invariant under Tucker compression.

Authors :
Dewaele, Nick
Breiding, Paul
Vannieuwenhoven, Nick
Source :
Numerical Algorithms. Oct2023, Vol. 94 Issue 2, p1003-1029. 27p.
Publication Year :
2023

Abstract

We characterise the sensitivity of several additive tensor decompositions with respect to perturbations of the original tensor. These decompositions include canonical polyadic decompositions, block term decompositions, and sums of tree tensor networks. Our main result shows that the condition number of all these decompositions is invariant under Tucker compression. This result can dramatically speed up the computation of the condition number in practical applications. We give the example of an 265 × 371 × 7 tensor of rank 3 from a food science application whose condition number was computed in 6.9 milliseconds by exploiting our new theorem, representing a speedup of four orders of magnitude over the previous state of the art. [ABSTRACT FROM AUTHOR]

Subjects

Subjects :
*FOOD science

Details

Language :
English
ISSN :
10171398
Volume :
94
Issue :
2
Database :
Academic Search Index
Journal :
Numerical Algorithms
Publication Type :
Academic Journal
Accession number :
171387702
Full Text :
https://doi.org/10.1007/s11075-023-01526-9