The Higher-Order Singular Value Decomposition: Theory and an Application [Lecture Notes]
The Higher-Order Singular Value Decomposition: Theory and an Application [Lecture Notes]
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DOI：
10.1109/msp.2010.936030
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发表时间：
2010-04
影响因子：
14.9
通讯作者：
Goran Bergqvist;Erik G Larsson
中科院分区：
文献类型：
--
作者：
Goran Bergqvist;Erik G Larsson
Tensor modeling and algorithms for computing various tensor decompositions (the Tucker/HOSVD and CP decompositions, as discussed here, most notably) constitute a very active research area in mathematics. Most of this research has been driven by applications. There is also much software available, including MATLAB toolboxes [4]. The objective of this lecture has been to provide an accessible introduction to state of the art in the field, written for a signal processing audience. We believe that there is good potential to find further applications of tensor modeling techniques in the signal processing field.
