Iterative methods for symmetric outer product tensor decomposition
Electronic transactions on numerical analysis, Tome 44 (2015), pp. 124-139
We study the symmetric outer product for tensors. Specifically, we look at decompositions of a fully (partially) symmetric tensor into a sum of rank-one fully (partially) symmetric tensors. We present an iterative technique for third-order partially symmetric tensors and fourth-order fully and partially symmetric tensors. We include several numerical examples which indicate faster convergence for the new algorithms than for the standard method of alternating least squares.
Classification :
15A69, 15A23
Keywords: multilinear algebra, tensor products, factorization of matrices
Keywords: multilinear algebra, tensor products, factorization of matrices
@article{ETNA_2015__44__a24,
author = {Li, Na and Navasca, Carmeliza and Glenn, Christina},
title = {Iterative methods for symmetric outer product tensor decomposition},
journal = {Electronic transactions on numerical analysis},
pages = {124--139},
year = {2015},
volume = {44},
zbl = {1312.65045},
language = {en},
url = {http://geodesic.mathdoc.fr/item/ETNA_2015__44__a24/}
}
TY - JOUR AU - Li, Na AU - Navasca, Carmeliza AU - Glenn, Christina TI - Iterative methods for symmetric outer product tensor decomposition JO - Electronic transactions on numerical analysis PY - 2015 SP - 124 EP - 139 VL - 44 UR - http://geodesic.mathdoc.fr/item/ETNA_2015__44__a24/ LA - en ID - ETNA_2015__44__a24 ER -
Li, Na; Navasca, Carmeliza; Glenn, Christina. Iterative methods for symmetric outer product tensor decomposition. Electronic transactions on numerical analysis, Tome 44 (2015), pp. 124-139. http://geodesic.mathdoc.fr/item/ETNA_2015__44__a24/