Identifiability for mixtures of centered Gaussians and sums of powers of quadratics

Abstract

We consider the inverse problem for the polynomial map that sends an ‐tuple of quadratic forms in variables to the sum of their th powers. This map captures the moment problem for mixtures of centered ‐variate Gaussians. In the first nontrivial case , we show that for any , this map is generically one‐to‐one (up to permutations of and third roots of unity) in two ranges: for and for , thus proving generic identifiability for mixtures of centered Gaussians from their (exact) moments of degree at most . The first result is obtained by the explicit geometry of the tangential contact locus of the variety of sums of cubes of quadratic forms, as described by Chiantini and Ottaviani [SIAM J. Matrix Anal. Appl. 33 (2012), no. 3, 1018–1037], while the second result is accomplished using the link between secant nondefectivity with identifiability, proved by Casarotti and Mella [J. Eur. Math. Soc. (JEMS) (2022)]. The latter approach also generalizes to sums of th powers of ‐forms for and .

Waring identifiability for powers of forms via degenerations

“…It is worth mentioning that the study of Waring‐type problems and identifiability of symmetric tensors has been implemented also in the applied fields, from chemistry, biology to algebraic statistics. Recently, in [6], the problem of identifiability for $$k$$th powers of forms was linked to the identifiability of centred Gaussian mixture models in applied statistics.…”