English

Topology of tensor ranks

Algebraic Geometry 2018-04-24 v1 Algebraic Topology Numerical Analysis

Abstract

We study path-connectedness and homotopy groups of sets of tensors defined by tensor rank, border rank, multilinear rank, as well as their symmetric counterparts for symmetric tensors. We show that over C\mathbb{C}, the set of rank-rr tensors and the set of symmetric rank-rr symmetric tensors are both path-connected if rr is not more than the complex generic rank; these results also extend to border rank and symmetric border rank over C\mathbb{C}. Over R\mathbb{R}, the set of rank-rr tensors is path-connected if it has the expected dimension but the corresponding result for symmetric rank-rr symmetric dd-tensors depends on the order dd: connected when dd is odd but not when dd is even. Border rank and symmetric border rank over R\mathbb{R} have essentially the same path-connectedness properties as rank and symmetric rank over R\mathbb{R}. When rr is greater than the complex generic rank, we are unable to discern any general pattern: For example, we show that border-rank-three tensors in R2R2R2\mathbb{R}^2 \otimes \mathbb{R}^2 \otimes \mathbb{R}^2 fall into four connected components. For multilinear rank, the manifold of dd-tensors of multilinear rank (r1,,rd)(r_1,\dots,r_d) in Cn1Cnd\mathbb{C}^{n_1} \otimes \cdots \otimes \mathbb{C}^{n_d} is always path-connected, and the same is true in Rn1Rnd\mathbb{R}^{n_1} \otimes \cdots \otimes \mathbb{R}^{n_d} unless ni=ri=jirjn_i = r_i = \prod_{j \ne i} r_j for some i{1,,d}i\in\{1, \dots, d\}. Beyond path-connectedness, we determine, over both R\mathbb{R} and C\mathbb{C}, the fundamental and higher homotopy groups of the set of tensors of a fixed small rank, and, taking advantage of Bott periodicity, those of the manifold of tensors of a fixed multilinear rank. We also obtain analogues of these results for symmetric tensors of a fixed symmetric rank or a fixed symmetric multilinear rank.

Keywords

Cite

@article{arxiv.1804.08060,
  title  = {Topology of tensor ranks},
  author = {Pierre Comon and Lek-Heng Lim and Yang Qi and Ke Ye},
  journal= {arXiv preprint arXiv:1804.08060},
  year   = {2018}
}

Comments

31 pages

R2 v1 2026-06-23T01:31:28.354Z