Title :
On almost sure identifiability of non multilinear tensor decomposition
Author :
Cohen, Johanne ; Comon, Pierre
Author_Institution :
Gipsa-Lab., St. Martin d´Hères, France
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;
Conference_Titel :
Signal Processing Conference (EUSIPCO), 2014 Proceedings of the 22nd European
Conference_Location :
Lisbon