DocumentCode
3418667
Title
Generic and typical ranks of three-way arrays
Author
Comon, Pierre ; Ten Berge, Jos M F
Author_Institution
CNRS, Nice Univ., Nice
fYear
2008
fDate
March 31 2008-April 4 2008
Firstpage
3313
Lastpage
3316
Abstract
The concept of tensor rank, introduced in the twenties, has been popularized at the beginning of the seventies. This has allowed to carry out factor analysis on arrays with more than two indices. The generic rank may be seen as an upper bound to the number of factors that can be extracted from a given tensor, with certain uniqueness conditions. We explain how to obtain numerically the generic rank of tensors of arbitrary dimensions, and compare it with the rare algebraic results already known at order three. In particular, we examine the cases of symmetric tensors, tensors with symmetric matrix slices, or tensors with free entries. Related applications include antenna array processing.
Keywords
antenna arrays; matrix algebra; tensors; algebraic results; antenna array processing; factor analysis; generic rank; symmetric matrix slices; symmetric tensors; tensor rank; three-way arrays; Antenna arrays; Array signal processing; Data analysis; Data mining; Psychology; Symmetric matrices; Tensile stress; Topology; Upper bound; Vectors; Antenna arrays; Canonical Decomposition; Factor Analysis; Generic rank; Parafac; Tensor;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing, 2008. ICASSP 2008. IEEE International Conference on
Conference_Location
Las Vegas, NV
ISSN
1520-6149
Print_ISBN
978-1-4244-1483-3
Electronic_ISBN
1520-6149
Type
conf
DOI
10.1109/ICASSP.2008.4518359
Filename
4518359
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