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Two-Variable Wasserstein Means of Positive Definite Operators

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Abstract

We investigate the two-variable Wasserstein mean of positive definite operators, as a unique positive solution of the nonlinear equation obtained from the gradient of the objective function of the least squares problem. A various properties of two-variable Wasserstein mean including the symmetry and the refinement of the self-duality are shown. Furthermore, interesting inequalities such as the Ando–Hiai inequality and bounds for the difference between the two-variable arithmetic and Wasserstein mean are provided. Finally, we explore the relationship between the tolerance relation and two-variable Wasserstein mean of positive definite Hermitian matrices.

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References

  1. Agueh, M., Carlier, G.: Barycenters in the Wasserstein space. SIAM J. Math. Anal. 43, 904–924 (2011)

    Article  MathSciNet  Google Scholar 

  2. Alvarez-Esteban, P.C., del Barrio, E., Cuesta-Albertos, J.A., Matran, C.: A fixed point approach to barycenters in Wasserstein spaces. J. Math. Anal. Appl. 441, 744–762 (2016)

    Article  MathSciNet  Google Scholar 

  3. Ando, T., Hiai, F.: Log majorization and complementary Golden–Thompson type inequalities. Linear Algebra Appl. 197(198), 113–131 (1994)

    Article  MathSciNet  Google Scholar 

  4. Al-Subaihi, I.A., Raïssouli, M.: Further inequalities involving the weighted geometric operator mean and the Heinz operator mean. Linear Multilinear Algebra (2021). https://doi.org/10.1080/03081087.2021.1882369

    Article  Google Scholar 

  5. Bhatia, R.: Positive Definite Matrices, Princeton Series in Applied Mathematics, Princeton (2007)

  6. Bhatia, R., Jain, T., Lim, Y.: On the Bures–Wasserstein distance between positive definite matrices. Expo. Math. 37(2), 165–191 (2019)

    Article  MathSciNet  Google Scholar 

  7. Choi, H., Ghiglioni, E., Lim, Y.: The Karcher mean of three variables and quadric surfaces. J. Math. Anal. Appl. 490, 124321 (2020)

    Article  MathSciNet  Google Scholar 

  8. Corach, G., Porta, H., Recht, L.: Convexity of the geodesic distance on spaces of positive operators. Ill. J. Math. 38, 87–94 (1994)

    MathSciNet  MATH  Google Scholar 

  9. Fujii, J.I., Kamei, E.: Relative operator entropy in noncommutative information theory. Math. Japon. 34, 341–348 (1989)

    MathSciNet  MATH  Google Scholar 

  10. Furuichi, S.: Inequalities for Tsallis relative entropy and generalized skew information. Linear Multilinear Algebra 59(10), 1143–1158 (2011)

    Article  MathSciNet  Google Scholar 

  11. Hwang, J., Kim, S.: Bounds for the Wasserstein mean with applications to the Lie–Trotter mean. J. Math. Anal. Appl. 475, 1744–1753 (2019)

    Article  MathSciNet  Google Scholar 

  12. Kian, M., Moslehian, M.S., Seo, Y.: Variants of Ando-Hiai type inequalities for deformed means and applications. Glasgow Math. J. (2020). https://doi.org/10.1017/S0017089520000403

    Article  MATH  Google Scholar 

  13. Kim, S.: Operator inequalities and gyrolines of the weighted geometric means. Math. Inequal. Appl. 24(2), 491–514 (2021)

    MathSciNet  MATH  Google Scholar 

  14. Kim, S., Lee, H.: Inequalities of the Wasserstein mean with other matrix means. Ann. Func. Anal. 11, 194–207 (2020)

    Article  MathSciNet  Google Scholar 

  15. Kubo, F., Ando, T.: Means of positive linear operators. Math. Ann. 246(3), 205–224 (1979/80)

  16. Lawson, J., Lim, Y.: The geometric mean, matrices, metrics, and more. Am. Math. Mon. 108, 797–812 (2001)

    Article  MathSciNet  Google Scholar 

  17. Lawson, J., Lim, Y.: Metric convexity of symmetric cones. Osaka J. Math. 44(4), 795–816 (2007)

    MathSciNet  MATH  Google Scholar 

  18. Lawson, J., Lim, Y.: Karcher means and Karcher equations of positive definite operators. Trans. Am. Math. Soc. Ser. B 1, 1–22 (2014)

    Article  MathSciNet  Google Scholar 

  19. Lim, Y.: Invariant tolerance relations on positive definite matrices. Linear Algebra Appl. 619, 1–11 (2021)

    Article  MathSciNet  Google Scholar 

  20. Pusz, W., Woronowicz, S.L.: Functional calculus for sesquilinear forms and the purification map. Rep. Math. Phys. 8, 159–170 (1975)

    Article  MathSciNet  Google Scholar 

  21. Raïssouli, M., Moslehian, M.S., Furuichi, S.: Relative entropy and Tsallis entropy of two accretive operators. C. R. Acad. Sci. Paris Ser. I(355), 687–693 (2017)

    Article  MathSciNet  Google Scholar 

  22. Stoll, M.: Introduction to Real Analysis, 2nd edn. Addison Wesley, New York (2001)

    MATH  Google Scholar 

  23. Yamazaki, T.: The Riemannian mean and matrix inequalities related to the Ando-Hiai inequality and chaotic order. Oper. Matrices 6, 577–588 (2012)

    Article  MathSciNet  Google Scholar 

Download references

Acknowledgements

This research was supported by National Research Foundation of Korea (NRF) grant funded by the Korea government (MSIT) (No. NRF-2018R1C1B 6001394).

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Correspondence to Sejong Kim.

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Hwang, J., Kim, S. Two-Variable Wasserstein Means of Positive Definite Operators. Mediterr. J. Math. 19, 110 (2022). https://doi.org/10.1007/s00009-022-02011-8

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  • DOI: https://doi.org/10.1007/s00009-022-02011-8

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