Abstract
Let A and B be two M-matrices, \(A^{-1}\) be the inverse of A, and \(\tau (B\circ A^{-1})\) be the minimum eigenvalue of the Hadamard product of B and \(A^{-1}\). Firstly, by using the theories of Schur complements, a lower bound of the main diagonal entries of \(A^{-1}\) is derived and used to present two types of lower bounds of \(\tau (B\circ A^{-1})\). Secondly, in order to obtain bigger lower bounds of \(\tau (B\circ A^{-1})\), two types of lower bounds of \(\tau (B\circ A^{-1})\) with non-negative parameters are constructed. Thirdly, by finding the optimal values of parameters, two preferable lower bounds of \(\tau (B\circ A^{-1})\) are yielded. Finally, numerical examples show the effectiveness of the new methods.
Similar content being viewed by others
References
Berman, A., Plemmons, R.J.: Nonnegative matrices in the mathematical sciences. SIAM, Philadelphia (1994)
Chen, S.: A lower bound for the minimum eigenvalue of the Hadamard product of matrices. Linear Algebra Appl. 378, 159–166 (2004)
Cheng, G., Tan, Q., Wang, Z.: Some inequalities for the minimum eigenvalue of the Hadamard product of an \(M\)-matrix and its inverse. J. Inequal. Appl. 2013, 65 (2013)
Fiedler, M., Johnson, C.R., Markham, T.L., Neumann, M.: A trace inequality for \(M\)-matrices and the symmetrizability of a real matrix by a positive diagonal matrix. Linear Algebra Appl. 71, 81–94 (1985)
Fiedler, M., Markham, T.L.: An inequality for the Hadamard product of an \(M\)-matrix and an inverse \(M\)-matrix. Linear Algebra Appl. 101, 1–8 (1988)
Horn, R.A., Johnson, C.R.: Topics in matrix analysis. Cambridge University Press, Cambridge (1991)
Huang, R.: Some inequalities for the Hadamard product and the fan product of matrices. Linear Algebra Appl. 428(7), 1551–1559 (2008)
Huang, Z., Wang, L., Xu, Z.: Some new estimations for the Hadamard product of a nonsingular \(M\)-matrix and its inverse. Math. Inequal. Appl. 20(3), 661–682 (2017)
Huang, Z., Xu, Z., Lu, Q.: Some new inequalities for the Hadamard product of a nonsingular \(M\)-matrix and its inverse. Linear Multilinear Algebra 64(7), 1362–1378 (2016)
Johnson, C.R.: A Hadamard product involving \(M\)-matrices. Linear Multilinear Algebra 4(4), 261–264 (1977)
Li, H.B., Huang, T.Z., Shen, S.Q., Li, H.: Lower bounds for the minimum eigenvalue of Hadamard product of an \(M\)-matrix and its inverse. Linear Algebra Appl. 420(1), 235–247 (2007)
Li, J., Hai, H.: Some new inequalities for the Hadamard product of nonnegative matrices. Linear Algebra Appl. 606, 159–169 (2020)
Li, Y., Liu, X., Yang, X., Li, C.: Some new lower bounds for the minimum eigenvalue of the Hadamard product of an \(M\)-matrix and its inverse. Electron. J. Linear Algebra 22, 630–643 (2011)
Li, Y.T., Chen, F.B., Wang, D.F.: New lower bounds on eigenvalue of the Hadamard product of an \(M\)-matrix and its inverse. Linear Algebra Appl. 430(4), 1423–1431 (2009)
Shivakumar, P.N., Williams, J.J., Ye, Q., Marinov, C.A.: On two-sided bounds related to weakly diagonally dominant \(M\)-matrices with application to digital circuit dynamics. SIAM J. Matrix Anal. Appl. 17(2), 298–312 (1996)
Varga, R.S.: Geršgorin and his circles. Springer, Berlin (2004)
Wang, F., Zhao, J.X., Li, C.Q.: Some new inequalities involving the Hadamard product of an \(M\)-matrix and its inverse. Acta Math. Appl. Sin. Engl. Ser. 33(2), 505–514 (2017)
Yong, X.: Proof of a conjecture of Fiedler and Markham. Linear Algebra Appl. 320(1–3), 167–171 (2000)
Zeng, W., Liu, J.: Lower bound estimation of the minimum eigenvalue of Hadamard product of an M-matrix and its inverse. Bull. Iran. Math. Soc. 48, 1075–1091 (2022)
Zhang, F.: The Schur complement and its applications. Springer, Berlin (2006)
Zhang, F.: Matrix theory: basic results and techniques, 2nd edn. Springer, New York (2011)
Zhao, J., Sang, C.: Some new bounds of the minimum eigenvalue for the Hadamard product of an \(M\)-matrix and an inverse \(M\)-matrix. Open Math. 14(1), 81–88 (2016)
Zhao, J., Wang, F., Sang, C.: Some inequalities for the minimum eigenvalue of the Hadamard product of an \(M\)-matrix and an inverse \(M\)-matrix. J. Inequal. Appl. 2015, 92 (2015)
Zhou, D., Chen, G., Wu, G., Zhang, X.: On some new bounds for eigenvalues of the Hadamard product and the Fan product of matrices. Linear Algebra Appl. 438(3), 1415–1426 (2013)
Zhou, D., Chen, G., Wu, G., Zhang, X.: Some inequalities for the Hadamard product of an \(M\)-matrix and an inverse \(M\)-matrix. J. Inequal. Appl. 2013, 16 (2013)
Acknowledgements
The author is very grateful to the anonymous referees and Editor-in-Chief Prof. Rosihan M. Ali for their insightful comments and constructive suggestions, which considerably improve this manuscript. This work is supported by Guizhou Provincial Science and Technology Projects (Grant Nos. QKHJC-ZK[2021]YB013; QKHJC-ZK[2022]YB215), and Natural Science Research Project of Department of Education of Guizhou Province (Grant Nos. QJJ[2022]015; QJJ[2022]047).
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
The author declares that he has no competing interests.
Additional information
Communicated by Fuad Kittaneh.
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Zhao, J. Lower Bounds for the Minimum Eigenvalue of Hadamard Product of M-Matrices. Bull. Malays. Math. Sci. Soc. 46, 18 (2023). https://doi.org/10.1007/s40840-022-01432-8
Received:
Revised:
Accepted:
Published:
DOI: https://doi.org/10.1007/s40840-022-01432-8