The Laplacian of a uniform hypergraph

被引:59
|
作者
Hu, Shenglong [1 ]
Qi, Liqun [1 ]
机构
[1] Hong Kong Polytech Univ, Dept Appl Math, Kowloon, Hong Kong, Peoples R China
关键词
Tensor; Eigenvalue; Hypergraph; Laplacian; PERRON-FROBENIUS THEOREM; LARGEST EIGENVALUE; TENSORS;
D O I
10.1007/s10878-013-9596-x
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this paper, we investigate the Laplacian, i.e., the normalized Laplacian tensor of a k-uniform hypergraph. We show that the real parts of all the eigenvalues of the Laplacian are in the interval [0, 2], and the real part is zero (respectively two) if and only if the eigenvalue is zero (respectively two). All the H+-eigenvalues of the Laplacian and all the smallest H+-eigenvalues of its sub-tensors are characterized through the spectral radii of some nonnegative tensors. All the H+-eigenvalues of the Laplacian that are less than one are completely characterized by the spectral components of the hypergraph and vice verse. The smallest H-eigenvalue, which is also an H+-eigenvalue, of the Laplacian is zero. When k is even, necessary and sufficient conditions for the largest H-eigenvalue of the Laplacian being two are given. If k is odd, then its largest H-eigenvalue is always strictly less than two. The largest H+-eigenvalue of the Laplacian for a hypergraph having at least one edge is one; and its nonnegative eigenvectors are in one to one correspondence with the flower hearts of the hypergraph. The second smallest H+-eigenvalue of the Laplacian is positive if and only if the hypergraph is connected. The number of connected components of a hypergraph is determined by the H+-geometricmultiplicity of the zero H+-eigenvalue of the Lapalacian.
引用
收藏
页码:331 / 366
页数:36
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