Skip to main content
Log in

Loewner matrices and operator convexity

  • Published:
Mathematische Annalen Aims and scope Submit manuscript

Abstract

Let f be a function from \({\mathbb{R}_{+}}\) into itself. A classic theorem of K. Löwner says that f is operator monotone if and only if all matrices of the form \({\left [\frac{f(p_i) - f(p_j)}{p_i-p_j}\right ]_{\vphantom {X_{X_1}}}}\) are positive semidefinite. We show that f is operator convex if and only if all such matrices are conditionally negative definite and that f (t) = t g(t) for some operator convex function g if and only if these matrices are conditionally positive definite. Elementary proofs are given for the most interesting special cases f (t) = t r , and f (t) = t log t. Several consequences are derived.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. Ando T.: Topics on Operator Inequalities. Hokkaido University, Sapporo (1978)

    MATH  Google Scholar 

  2. Ando T.: Comparison of norms ||| f (A)  −  f (B)||| and ||| f (|A  −  B|))|||. Math. Z. 197, 403–409 (1988)

    Article  MATH  MathSciNet  Google Scholar 

  3. Ando T., Zhan X.: Norm inequalities related to operator monotone functions. Math. Ann. 315, 771–780 (1999)

    Article  MATH  MathSciNet  Google Scholar 

  4. Bapat R.B.: Multinomial probabilities, permanents and a conjecture of Karlin and Rinott. Proc. Am. Math. Soc. 102, 467–472 (1988)

    Article  MATH  MathSciNet  Google Scholar 

  5. Bapat R.B., Raghavan T.E.S.: Nonnegative Matrices and Applications. Cambridge University Press, Cambridge (1997)

    MATH  Google Scholar 

  6. Baxter B.J.C.: Conditionally positive functions and p-norm distance matrices. Constr. Approx. 7, 427–440 (1991)

    Article  MATH  MathSciNet  Google Scholar 

  7. Bendat J., Sherman S.: Monotone and convex operator functions. Trans. Am. Math. Soc. 79, 58–71 (1955)

    Article  MATH  MathSciNet  Google Scholar 

  8. Bhatia R.: Matrix Analysis. Springer, Berlin (1996)

    MATH  Google Scholar 

  9. Bhatia R.: Infinitely divisible matrices. Am. Math. Monthly 113, 221–235 (2006)

    MATH  MathSciNet  Google Scholar 

  10. Bhatia R.: Positive Definite Matrices. Princeton University Press, Princeton (2007)

    Google Scholar 

  11. Bhatia R., Holbrook J.A.: Frechet derivatives of the power function. Indiana Univ. Math. J. 49, 1155–1173 (2003)

    MathSciNet  Google Scholar 

  12. Bhatia R., Kosaki H.: Mean matrices and infinite divisibility. Linear Algebra Appl. 424, 36–54 (2007)

    Article  MATH  MathSciNet  Google Scholar 

  13. Bhatia R., Parthasarathy K.R.: Positive definite functions and operator inequalities. Bull. Lond. Math. Soc. 32, 214–228 (2000)

    Article  MATH  MathSciNet  Google Scholar 

  14. Bhatia R., Sinha K.B.: Variation of real powers of positive operators. Indiana Univ. Math. J. 43, 913–925 (1994)

    Article  MATH  MathSciNet  Google Scholar 

  15. Davis, C.: Notions generalizing convexity for functions defined on spaces of matrices. In: Proc. Sympos. Pure Math., vol. VII, Convexity, pp. 187–201. American Mathematical Society, Providence (1963)

  16. Donoghue W.F.: Monotone Matrix Functions and Analytic Continuation. Springer, Berlin (1974)

    MATH  Google Scholar 

  17. Hansen F., Pedersen G.K.: Jensen’s inequality for operators and Löwner’s theorem. Math. Ann. 258, 229–241 (1982)

    Article  MATH  MathSciNet  Google Scholar 

  18. Horn R.A.: Schlicht mappings and infinitely divisible kernels. Pac. J. Math. 38, 423–430 (1971)

    MATH  MathSciNet  Google Scholar 

  19. Horn R.A., Johnson C.R.: Topics in Matrix Analysis. Cambridge University Press, Cambridge (1991)

    MATH  Google Scholar 

  20. Kraus F.: Über konvexe Matrixfunktionen. Math. Z. 41, 18–42 (1936)

    Article  MathSciNet  Google Scholar 

  21. Kwong M.K.: Some results on matrix monotone functions. Linear Algebra Appl. 118, 129–153 (1989)

    Article  MATH  MathSciNet  Google Scholar 

  22. Löwner K.: Über monotone Matrixfunctionen. Math. Z. 38, 177–216 (1934)

    Article  MathSciNet  Google Scholar 

  23. Schoenberg I.J.: Metric spaces and completely monotone functions. Ann. Math. 39, 811–841 (1938)

    Article  MathSciNet  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Rajendra Bhatia.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Bhatia, R., Sano, T. Loewner matrices and operator convexity. Math. Ann. 344, 703–716 (2009). https://doi.org/10.1007/s00208-008-0323-3

Download citation

  • Received:

  • Revised:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00208-008-0323-3

Mathematics Subject Classification (2000)

Navigation