Lower bounds on the rank and symmetric rank of real tensors

被引:1
|
作者
Wang, Kexin [1 ]
Seigal, Anna [2 ]
机构
[1] Univ Oxford, Math Inst, Oxford, England
[2] Harvard Univ, 78 Mt Auburn St, Cambridge, MA 02138 USA
关键词
Tensor decomposition; Tensor rank; Comon's conjecture; COMONS CONJECTURE; DECOMPOSITION; APPROXIMATION; SUM;
D O I
10.1016/j.jsc.2023.01.004
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
We lower bound the rank of a tensor by a linear combination of the ranks of three of its unfoldings, using Sylvester's rank inequality. In a similar way, we lower bound the symmetric rank by a linear combination of the symmetric ranks of three unfoldings. Lower bounds on the rank and symmetric rank of tensors are important for finding counterexamples to Comon's conjecture. A real counterexample to Comon's conjecture is a tensor whose real rank and real symmetric rank differ. Previously, only one real counterexample was known, constructed in a paper of Shitov. We divide the construction into three steps. The first step involves linear spaces of binary tensors. The second step considers a linear space of larger decomposable tensors. The third step is to verify a conjecture that lower bounds the symmetric rank, on a tensor of interest. We use the construction to build an order six real tensor whose real rank and real symmetric rank differ.(c) 2023 Elsevier Ltd. All rights reserved.
引用
收藏
页码:69 / 92
页数:24
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