An even order symmetric B tensor is positive definite
By Liqun Qi, Yisheng Song. 2014
111 citations recorded by the source corpus.
It is easily checkable if a given tensor is a B tensor, or a B0 tensor or not. In this paper, we show that a symmetric B tensor can always be decomposed to the sum of a strictly diagonally dominated symmetric M tensor and several positive multiples of partially all one tensors, and a symmetric B0 tensor can always be decomposed to the sum of a diagonally dominated symmetric M tensor and several positive multiples of partially all one tensors. When the order is even, this implies that the corresponding B tensor is positive definite, and the corresponding B0 tensor is positive semi-definite. This gives a checkable sufficient condition for positive definite and semi-definite tensors. This approach is different from the approach in the literature for proving a symmetric B matrix is positive definite, as that matrix approach cannot be extended to the tensor case.
Subfields: Computational Mathematics, Radiology, Nuclear Medicine and Imaging, Spectroscopy
View Paper: https://www.semanticscholar.org/paper/8dee64c187af0dcad1cfb642e17ad04ac3bba958
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In Computational Mathematics
In Radiology, Nuclear Medicine and Imaging
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Citations in the corpus
- An eigenvalue localization set for tensors with applications to determine the positive (semi-)definiteness of tensors (2016, background): “Before that we give the definition of partially all one tensors, which proposed by Qi and Song [28].”
- Double B-tensors and quasi-double B-tensors (2014, background): “[27] Let B = (ai1···im) be a real tensor of order m dimension n.”
- Circulant Tensors with Applications to Spectral Hypergraph Theory and Stochastic Process (2013, background): “It was proved in [24] that an even order symmetric B tensor is positive definite and an even order symmetric B0 tensor is positive semi-definite.”
- Positive Definiteness and Semi-Definiteness of Even Order Symmetric Cauchy Tensors (2014, background): “In recent years, a lot of research papers on structured tensors are presented [2, 3, 4, 8, 13, 14, 15, 17, 18, 21, 22], which studied M-tensors, circulant tensors, completely positive tensors, Hankel tensors, Hilbert tensors, P tensors and B tensors.”
- Properties of Tensor Complementarity Problem and Some Classes of Structured Tensors (2014, background): “Furthermore, Song and Qi [18] studied some nice properties of such a class of tensors.”