Generic uniqueness of best rank-one approximations for real tensors

Let d3d\ge 3 and let nj2n_j\ge 2 for j[d]j\in[d]. A rank-one approximation of a tensor TRn1××nd\mathcal{T}\in\mathbb{R}^{n_1\times\cdots\times n_d} is a rank-one tensor minimizing its distance from T\mathcal{T} in the Frobenius norm. Write Sym(n,d)\operatorname{Sym}(n,d) for the space of symmetric order-dd tensors in (Rn)d(\mathbb{R}^n)^{\otimes d}.

Generic uniqueness conjecture. Every TRn1××nd\mathcal{T}\in\mathbb{R}^{n_1\times\cdots\times n_d} has a unique rank-one approximation, unless T\mathcal{T} lies on a subvariety; moreover, every TSym(n,d)\mathcal{T}\in\operatorname{Sym}(n,d) has a unique rank-one approximation, and this approximation is symmetric, unless T\mathcal{T} lies on a subvariety.

The conjecture predicts uniqueness outside an exceptional algebraic subset, together with symmetry of the unique approximation for symmetric tensors. The statement is presented as an expectation in the source, and no resolution is supplied here.

Sources & referencesView supporting material

Primary source

Shmuel Friedland, “Best rank one approximation of real symmetric tensors can be chosen symmetric”, arXiv:1110.5689 (2012).

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