Some bounds for the spectral radius of nonnegative tensors
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Abstract
In this paper, we extend the well-known column sum bound of the spectral radius for nonnegative matrices to the tensor case, an upper bound of the spectral radius for a nonnegative tensor is given via the largest eigenvalue of a symmetric tensor. Also we show some bounds of spectral radius of nonnegative tensors based on the sum of the entries in the other indices of tensors. We demonstrate that our new results improve existing results. The other main results of this paper is to provide a sharper Ky Fan type theorem and a comparison theorem for nonnegative tensors. Finally, we make use of our bounds to give a perturbation bound for the spectral radius of symmetric nonnegative tensors. This result is similar to the Weyl theorem for the matrix case.
Mathematics Subject Classification
15A18 15A69 65F25Notes
Acknowledgments
We are thankful to referees for their valuable suggestions. Also we would like to thank Prof. Liqun Qi for sending us his recent paper [19] and some suggestions, and Prof. Chi-Kwong Li for the discussion when he visited Hong Kong Baptist University.
References
- 1.Bermann, A., Plemmons, R.: Nonnegative matrices in the mathematical sciences. Academic Press, New York (1979)Google Scholar
- 2.Chang, K., Pearson, K., Zhang, T.: Perron-Frobenius theorem for nonnegative tensors. Commun. Math. Sci. 6, 507–520 (2008)CrossRefMATHMathSciNetGoogle Scholar
- 3.Chang, K., Pearson, K., Zhang, T.: Primitivity, the convergence of the NQZ method, and the largest eigenvalue for nonnegative tensors. SIAM J. Matrix Anal. Appl. 33, 806–819 (2011)CrossRefMathSciNetGoogle Scholar
- 4.Chang, K., Zhang, T.: On the uniqueness and non-uniqueness of the positive Z-eigenvector for transition probability tensors, J. Math. Anal. Appl. 408(2), 525–540 (2013). doi: 10.1016/j.jmaa.2013.04.019
- 5.De Lathauwer, L., De Moor, B., Vandewalle, J.: A multilinear singular value decomposition. SIAM J. Matrix Anal. Appl. 21, 1253–1278 (2000)CrossRefMATHMathSciNetGoogle Scholar
- 6.Friedland, S., Gaubert, S., Han, L.: Perron-Frobenius theorem for nonnegative multilinear forms and extensions. Linear Algebra Appl. 438, 738–749 (2013)CrossRefMATHMathSciNetGoogle Scholar
- 7.Horn, R., Johnson, C.: Matrix analysis. Cambridge University Press, UK (1991)CrossRefMATHGoogle Scholar
- 8.Kofidis, E., Ragalia, Ph: On the best reank-1 approximation of higher-order supersymmetric tensor. SIAM J. Matrix Anal. Appl. 23, 863–884 (2002)CrossRefMATHGoogle Scholar
- 9.Li, W., Ng, M.: On the limiting probability distribution of a transition probability tensor. Linear Multilin. Algebra 62(3), 362–385 (2014)CrossRefMATHMathSciNetGoogle Scholar
- 10.Li, W., Cui, L.B., Ng, M.: The perturbation bound for the Perron vector of a transition probability tensor. Numer. Linear Algebra Appl. 20(6), 985–1000 (2013). doi: 10.1002/nla.1886
- 11.Li, X., Ng, M., Ye, Y.: HAR: hub, authority and relevance scores in multi-relational data for query search. The SIAM international conference on data mining. (2012)Google Scholar
- 12.Lim, L.H.: Singular values and eigenvalues of tensors: a variational approach. Proc. IEEE Int. Workshop Comput. Adv. Multi Sens. Adapt. Process. (CAMSAP ’05) 1, 129–132 (2005)Google Scholar
- 13.Ng, M., Qi, L., Zhou, G.: Finding the largest eigenvalue of a non-negative tensor. SIAM J. Matrix Anal. Appl. 31, 1090–1099 (2009)CrossRefMathSciNetGoogle Scholar
- 14.Ng, M., Li, X., Ye, Y.: MultiRank: co-ranking for objects and relations in multi-relational data, The 17th ACM SIGKDD conference on knowledge discovery and data mining (KDD-2011), Aug 21–24, San Diego, CA, (2011)Google Scholar
- 15.Pearson, K.: Essentially positive tensors. Int. J. Algebra 4, 421–426 (2010)MATHMathSciNetGoogle Scholar
- 16.Ostrowski, A.: Bounds for greast latent root of a positive matrix. J. Lond. Math. Soc. 27, 253–256 (1952)CrossRefMATHMathSciNetGoogle Scholar
- 17.Qi, L.: Eigenvalues of a real supersymmetric tensor. J. Symb. Comput. 40, 1302–1324 (2005)CrossRefMATHGoogle Scholar
- 18.Qi, L.: Eigenvalues and invariants of tensor. J. Math. Anal. Appl. 325, 1363–1377 (2007)CrossRefMATHMathSciNetGoogle Scholar
- 19.Qi, L.: Symmetric nonnegative tensor and copositive tensors. Linear Algebra Appl. 439, 228–238 (2013)CrossRefMATHMathSciNetGoogle Scholar
- 20.Yang, Y.N., Yang, Q.Z.: Further results for Perron-Frobenius theorem for nonnegative tensors. SIAM J. Matrix Anal. Appl. 32, 2517–2530 (2010)CrossRefGoogle Scholar
- 21.Yang, Q.Z., Yang, Y.N.: Further results for Perron-Frobenius theorem for nonnegative tensors II. SIAM J. Matrix Anal. A. 32, 1236–1250 (2011)CrossRefMATHGoogle Scholar