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.
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页码:69 / 92
页数:24
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