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Finding the extreme Z-eigenvalues of tensors via a sequential semidefinite programming method

机译:通过顺序半定规划法求张量的极值Z特征值

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摘要

In this paper, we first introduce the tensor conic linear programming (TCLP), which is a generalization of the space TCLP. Then an approximation method, by using a sequence of semidefinite programming problems, is proposed to solve the TCLP. In particular, we reformulate the extreme Z-eigenvalue problem as a special TCLP. It gives a numerical algorithm to compute the extreme Z-eigenvalue of an even order tensor with dimension larger than three, which improves the literature. Numerical experiments show the efficiency of the proposed method.
机译:在本文中,我们首先介绍张量圆锥线性规划(TCLP),它是空间TCLP的推广。然后,提出了一种利用一系列半定规划问题的近似方法来求解TCLP。特别地,我们将极端Z特征值问题重新构造为特殊的TCLP。它给出了一种数值算法来计算尺寸大于3的偶数阶张量的极限Z特征值,从而改进了文献。数值实验表明了该方法的有效性。

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