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
Link To Document :
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