Real identifiability vs complex identifiability
arXiv:1608.07197 · doi:10.1080/03081087.2017.1347137
Abstract
Let be a real tensor of (real) rank . is 'identifiable' when it has a unique decomposition in terms of rank tensors. There are cases in which the identifiability fails over the complex field, for general tensors of rank . This behavior is quite peculiar when the rank is submaximal. Often, the failure is due to the existence of an elliptic normal curve through general points of the corresponding Segre, Veronese or Grassmann variety. We prove the existence of nonempty euclidean open subsets of some variety of tensors of rank , whose elements have several decompositions over , but only one of them is formed by real summands. Thus, in the open sets, tensors are not identifiable over , but are identifiable over . We also provide examples of non trivial euclidean open subsets in a whole space of symmetric tensors (of degree and in three variables) and of almost unbalanced tensors Segre Product () whose elements have typical real rank equal to the complex rank, and are identifiable over , but not over . On the contrary, we provide examples of tensors of given real rank, for which real identifiability cannot hold in non-trivial open subsets.
Cited by in corpus (5)
- The Hitchhiker guide to: Secant Varieties and Tensor Decomposition
- On the identifiability of ternary forms
- The average condition number of most tensor rank decomposition problems is infinite
- Waring decompositions and identifiability via Bertini and Macaulay2 software
- On the algebraic boundaries among typical ranks for real binary forms