Parallelizable PARAFAC decomposition of 3-way tensors

This paper introduces a new PARAFAC algorithm for a class of third-order tensors. Particularly, the proposed algorithm is based on subspace estimation and solving a non-symmetrical joint diagonalization problem. To deal with large scale problem, a procedure for overcoming scale and permutation ambig...

Full description

Saved in:
Bibliographic Details
Published in:2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) pp. 5505 - 5509
Main Authors: Nguyen, Linh-Trung, Abed-Meraim, Karim
Format: Conference Proceeding
Language:English
Published: IEEE 01.04.2015
Subjects:
Complexity theory
Joints
Loading
Matrix decomposition
non-symmetrical joint diagonalization
PARAFAC
parallel and distributed computation
Signal processing
Signal processing algorithms
subspace estimation
Tensile stress
Tensor decomposition
ISSN:1520-6149
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Description
Summary:This paper introduces a new PARAFAC algorithm for a class of third-order tensors. Particularly, the proposed algorithm is based on subspace estimation and solving a non-symmetrical joint diagonalization problem. To deal with large scale problem, a procedure for overcoming scale and permutation ambiguities is proposed in a parallel computing scheme leading to a significant cost reduction of our method. Performance comparison with some state-of-the-art algorithms produces promising results.
ISSN:1520-6149
DOI:10.1109/ICASSP.2015.7179024