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Entrywise relative perturbation bounds for exponentials of essentially non-negative matrices

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Abstract

A real square matrix is said to be essentially non-negative if all of its off-diagonal entries are non-negative. We establish entrywise relative perturbation bounds for the exponential of an essentially non-negative matrix. Our bounds are sharp and contain a condition number that is intrinsic to the exponential function. As an application, we study sensitivity of continuous-time Markov chains.

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References

  1. Benzi M., Golub G.H.: Bounds for the entries of matrix functions with applications to preconditioning. BIT 39, 417–438 (1999)

    Article  MATH  MathSciNet  Google Scholar 

  2. Dieci L., Papini A.: Padé approximation for the exponential of a block triangular matrix. Lin. Alg. Appl. 308, 183–202 (2000)

    Article  MATH  MathSciNet  Google Scholar 

  3. Grassman W., Taskar M., Heyman D.: Regenerative analysis and steady state distributions for Markov chains. Oper. Res. 33, 1107–1116 (1985)

    Article  MathSciNet  Google Scholar 

  4. Higham N.J.: The scaling and squaring method for the matrix exponential revisited. SIAM J. Matrix Anal. Appl. 26(4), 1179–1193 (2005)

    Article  MATH  MathSciNet  Google Scholar 

  5. Kenney C., Laub A.J.: Condition estimates for matrix functions. SIAM J. Matrix Anal. Appl. 10, 191–209 (1989)

    Article  MATH  MathSciNet  Google Scholar 

  6. Levis A.H.: Some computational aspects of the matrix exponential. IEEE Trans. Auto. Control. AC-14, 410–411 (1969)

    Article  MathSciNet  Google Scholar 

  7. Mathias R.: Approximation of matrix-valued functions. SIAM J. Matrix Anal. Appl. 14, 1061–1063 (1993)

    Article  MATH  MathSciNet  Google Scholar 

  8. Moler C.B., Van Loan C.: Nineteen dubious ways to compute the exponential of a matrix, twenty-five years later. SIAM Rev. 45(1), 3–49 (2003)

    Article  MATH  MathSciNet  Google Scholar 

  9. Najfeld I., Havel T.F.: Derivatives of the matrix exponential and their computation. Adv. Appl. Math. 16, 321–375 (1995)

    Article  MATH  MathSciNet  Google Scholar 

  10. O’Cinneide C.A.: Phase-type distributions: open problems and a few properties. Stoch. Models. 15(4), 731–757 (1999)

    Article  MATH  MathSciNet  Google Scholar 

  11. Parlett B.N., Ng K.C.: Development of an accurate algorithm for exp (Bt). Technical Report PAM-294, Center for Pure and Applied Mathematics, University of California, Berkeley, CA, USA (1985)

  12. Ramesh A.V., Trivedi K.S.: On the sensitivity of transient solution of Markov models. In: Proceedings of 1993 ACM SIGMETRICS conference, Santa Clara, CA, USA, May 1993

  13. Shivakumar P., Williams J., Ye Q., Marinov C.: On two-sided bounds related to weakly diagonally dominant M-matrices with applications to digital circuit dynamics. SIAM J. Matrix Anal. Appl. 17, 298–310 (1996)

    Article  MATH  MathSciNet  Google Scholar 

  14. Sidje R.B.: Expokit: A software package for computing matrix exponentials. ACM Trans. Math. Soft. 24(1), 130–156 (1998)

    Article  MATH  Google Scholar 

  15. Stewart W.J.: Introduction to the numerical solution of Markov chains. Princeton University Press, Princeton (1994)

    MATH  Google Scholar 

  16. Van Loan C.: The sensitivity of the matrix exponential. SIAM J. Numer. Anal. 14, 971–981 (1977)

    Article  MATH  MathSciNet  Google Scholar 

  17. Varga R.S.: Matrix Iterative Analysis. Springer, Heidelberg (2000)

    MATH  Google Scholar 

  18. Ward R.C.: Numerical computation of the matrix exponential with accuracy estimate. SIAM J. Numer Anal. 14, 600–610 (1977)

    Article  MATH  MathSciNet  Google Scholar 

  19. Yao R.: A proof of the steepest increase conjecture of a phase-type density. Stoch. Models 18((1), 1–6 (2002)

    Article  MATH  MathSciNet  Google Scholar 

  20. Zhu W., Xue J., Gao W.: The sensitivity of the exponential of an essentially nonnegative matrix. J. Comput. Math. 26((2), 250–258 (2008)

    MathSciNet  MATH  Google Scholar 

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Correspondence to Jungong Xue.

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J. Xue was supported by the National Science Foundation of China under grant number 10571031, the Program for New Century Excellent Talents in Universities of China and Shanghai Pujiang Program. Q. Ye was supported in part by NSF under Grant DMS-0411502.

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Xue, J., Ye, Q. Entrywise relative perturbation bounds for exponentials of essentially non-negative matrices. Numer. Math. 110, 393–403 (2008). https://doi.org/10.1007/s00211-008-0167-5

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  • DOI: https://doi.org/10.1007/s00211-008-0167-5

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