On the dimension of contact loci and the identifiability of tensors
Volume 56, Issue 2 (2018), pp. 265–283
Pub. online: 10 October 2022
Type: Article
Open Access
Received
10 July 2017
10 July 2017
Revised
1 December 2017
1 December 2017
Accepted
2 January 2018
2 January 2018
Published
10 October 2022
10 October 2022
Abstract
Let X⊂Pr be an integral and non-degenerate variety. Set n:=dim(X). We prove that if the (k+n−1)-secant variety of X has (the expected) dimension (k+n−1)(n+1)−1<r and X is not uniruled by lines, then X is not k-weakly defective and hence the k-secant variety satisfies identifiability, i.e. a general element of it is in the linear span of a unique S⊂X with ♯(S)=k. We apply this result to many Segre-Veronese varieties and to the identifiability of Gaussian mixtures G1,d. If X is the Segre embedding of a multiprojective space we prove identifiability for the k-secant variety (assuming that the (k+n−1)-secant variety has dimension (k+n−1)(n+1)−1<r, this is a known result in many cases), beating several bounds on the identifiability of tensors.