Generic and typical ranks of three-way arrays

被引:5
|
作者
Comon, Pierre [1 ]
ten Berge, Jos M. F. [2 ]
机构
[1] Univ Nice, CNRS, F-06903 Sophia Antipolis, France
[2] Univ Groningen, NL-9712 TS Groningen, Netherlands
关键词
tensor; generic rank; Canonical Decomposition; Factor Analysis; Parafac; antenna arrays;
D O I
10.1109/ICASSP.2008.4518359
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
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.
引用
收藏
页码:3313 / +
页数:2
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