DocumentCode
149555
Title
On almost sure identifiability of non multilinear tensor decomposition
Author
Cohen, Johanne ; Comon, Pierre
Author_Institution
Gipsa-Lab., St. Martin d´Hères, France
fYear
2014
fDate
1-5 Sept. 2014
Firstpage
2245
Lastpage
2249
Abstract
Uniqueness of tensor decompositions is of crucial importance in numerous engineering applications. Extensive work in algebraic geometry has given various bounds involving tensor rank and dimensions to ensure generic identifiability. However, most of this work is hardly accessible to non-specialists, and does not apply to non-multilinear models. In this paper, we present another approach, using the Jacobian of the model. The latter sheds a new light on bounds and exceptions previously obtained. Finally, the method proposed is applied to a non-multilinear decomposition used in fluorescence spectrometry, which permits to state generic local identifiability.
Keywords
Jacobian matrices; chemistry computing; computational geometry; tensors; Jacobian model; algebraic geometry; fluorescence spectrometry; generic local identifiability; nonmultilinear tensor decomposition; tensor rank; Approximation methods; Equations; Jacobian matrices; Mathematical model; Matrix decomposition; Tensile stress; Vectors;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal Processing Conference (EUSIPCO), 2014 Proceedings of the 22nd European
Conference_Location
Lisbon
Type
conf
Filename
6952809
Link To Document