半对称张量的秩分解与半对称秩分解

Hassan Bozorgmanesh, Anthony T. Chronopoulos
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摘要

如果除了一个模外的所有模都是对称的,则张量称为半对称的。本文研究了半对称张量或高阶个体差分标度(INDSCAL)的CP分解。Comon猜想认为对于任意对称张量,CP秩与对称CP秩相等,而已知Comon猜想在一般情况下是不成立的,但文献中在几个假设下证明了它。本文在适当的假设下,推广了半对称CP分解和半对称张量的CP分解的Comon猜想。特别地,我们证明了如果一个半对称张量的CP秩小于或等于它的阶数,或者当半对称CP秩小于或等于维数时,则该半对称CP秩等于该半对称张量的CP秩。沙希德·贝赫什蒂大学版权所有
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On rank decomposition and semi-symmetric rank decomposition of semi-symmetric tensors
A tensor is called semi-symmetric if all modes but one, are symmetric. In this paper, we study the CP decomposition of semi-symmetric tensors or higher-order individual difference scaling (INDSCAL). Comon’s conjecture states that for any symmetric tensor, the CP rank and symmetric CP rank are equal, while it is known that Comon’s conjecture is not true in the general case but it is proved under several assumptions in the literature. In the paper, Comon’s conjecture is extended for semi-symmetric CP decomposition and CP decomposition of semi-symmetric tensors under suitable assumptions. Specially, we show that if a semi-symmetric tensor has a CP rank smaller or equal to its order, or when the semi-symmetric CP rank is less than/or equal to the dimension, then the semi-symmetric CP rank is equal to the CP rank. Copyright c (cid:13) 2022 Shahid Beheshti University.
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