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20142026
most citedAn algorithm for generic and low-rank specific identifiability of complex tensors

85 citations · 449 across the 28 of their papers we have counts for

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9 papers · 1 filter

math.AG2023

Hadamard-Hitchcock decompositions: identifiability and computation

Alessandro Oneto, Nick Vannieuwenhoven

A Hadamard-Hitchcock decomposition of a multidimensional array is a decomposition that expresses the latter as a Hadamard product of several tensor rank decompositions. Such decomp…

math.AG2021

Almost all subgeneric third-order Chow decompositions are identifiable

Douglas A. Torrance, Nick Vannieuwenhoven

For real and complex homogeneous cubic polyomials in variables, we prove that the Chow variety of products of linear forms is generically complex identifiable for all ranks u…

math.AG2020★ 5 cited

All secant varieties of the Chow variety are nondefective for cubics and quaternary forms

Douglas A. Torrance, Nick Vannieuwenhoven

The Chow rank of a form is the length of its smallest decomposition into a sum of products of linear forms. For a generic form, this corresponds to finding the smallest secant vari…

math.AG2017★ 19 cited

Identifiability beyond Kruskal's bound for symmetric tensors of degree 4

Elena Angelini, Luca Chiantini, Nick Vannieuwenhoven

We show how methods of algebraic geometry can produce criteria for the identifiability of specific tensors that reach beyond the range of applicability of the celebrated Kruskal cr…

math.AG2016★ 56 cited

Effective criteria for specific identifiability of tensors and forms

Luca Chiantini, Giorgio Ottaviani, Nick Vannieuwenhoven

In applications where the tensor rank decomposition arises, one often relies on its identifiability properties for interpreting the individual rank- terms appearing in the decom…

math.AG2016★ 30 cited

A condition number for the tensor rank decomposition

Nick Vannieuwenhoven

The tensor rank decomposition problem consists of recovering the unique set of parameters representing a robustly identifiable low-rank tensor when the coordinate representation of…

math.AG2015★ 12 cited

Most secant varieties of tangential varieties to Veronese varieties are nondefective

Hirotachi Abo, Nick Vannieuwenhoven

We prove a conjecture stated by Catalisano, Geramita, and Gimigliano in 2002, which claims that the secant varieties of tangential varieties to the th Veronese embedding of the…

math.AG2015★ 60 cited

On generic identifiability of symmetric tensors of subgeneric rank

Luca Chiantini, Giorgio Ottaviani, Nick Vannieuwenhoven

We prove that the general symmetric tensor in of rank r is identifiable, provided that r is smaller than the generic rank. That is, its Waring decomposition…

math.AG2014★ 85 cited

An algorithm for generic and low-rank specific identifiability of complex tensors

Luca Chiantini, Giorgio Ottaviani, Nick Vannieuwenhoven

We propose a new sufficient condition for verifying whether generic rank-r complex tensors of arbitrary order admit a unique decomposition as a linear combination of rank-1 tensors…