Skip to main content
Log in

Variational Convexity and the Local Monotonicity of Subgradient Mappings

  • Published:
Vietnam Journal of Mathematics Aims and scope Submit manuscript

Abstract

It is well known that the subgradient mapping associated with a lower semicontinuous function is maximal monotone if and only if the function is convex, but what characterization can be given for the case in which a subgradient mapping is only maximal monotone locally instead of globally? That question is answered here in terms of a condition more subtle than local convexity. Applications are made to the tilt stability of a local minimum and to the local execution of the proximal point algorithm in optimization.

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

Notes

  1. In fact, it is maximal cyclically monotone, since such monotonicity characterizes the subgradient mappings of lsc convex functions [16, 12.25].

  2. In a more recent article than here, we have shown that this condition can be weakened (see [15, Theorem 2]).

References

  1. Eckstein, J., Bertsekas, D.P.: On the Douglas–Rachford splitting method and the proximal point algorithm for maximal monotone operators. Math. Program. Ser. A 55, 293–318 (1992)

    Article  MathSciNet  MATH  Google Scholar 

  2. Drusvyatskiy, D., Lewis, A.S.: Tilt stability, uniform quadratic growth, and strong metric regularity of the subdifferential. SIAM J. Optim. 23, 256–267 (2013)

    Article  MathSciNet  MATH  Google Scholar 

  3. Drusvyatskiy, D., Mordukhovich, B.S., Nghia, T.T.A.: Second-order growth, tilt stability, and metric regularity of the subdifferential. J. Conv. Anal. 21, 1165–1192 (2014)

    MathSciNet  MATH  Google Scholar 

  4. Ioffe, A.D.: Variational Analysis of Regular Mappings: Theory and Applications. Springer Monographs in Mathematics. Springer International Publishing (2017)

  5. Levy, A.B., Poliquin, R.A., Rockafellar, R.T.: Stability of locally optimal solutions. SIAM J. Optim. 10, 580–604 (2000)

    Article  MathSciNet  MATH  Google Scholar 

  6. Mordukhovich, B.M., Rockafellar, R.T., Sarabi, M.E.: Characterizations of full stability in constrained optimization. SIAM J. Optim. 23, 1810–1849 (2013)

    Article  MathSciNet  MATH  Google Scholar 

  7. Mordukhovich, B.M., Nghia, T.T.A., Rockafellar, R.T.: Full stability in finite-dimensional optimization. Math. Oper. Res. 40, 226–252 (2015)

    Article  MathSciNet  MATH  Google Scholar 

  8. Mordukhovich, B.M., Nghia, T.T.A.: Second-order variational analysis and characterizations of tilt-stable optimal solutions in infinite-dimensional spaces. Nonlinear Anal. 86, 159–180 (2013)

    Article  MathSciNet  MATH  Google Scholar 

  9. Moreau, J.-J.: Proximité et dualité dans un espace hilbertien. Bull. Soc. Math. Fr. 93, 273–299 (1965)

    Article  MATH  Google Scholar 

  10. Pennanen, T.: Local convergence of the proximal point algorithm and multiplier methods without monotonicity. Math. Oper. Res. 27, 170–191 (2002)

    Article  MathSciNet  MATH  Google Scholar 

  11. Poliquin, R.A.: Subgradient monotonicity and convex functions. Nonlinear Anal. 14, 305–317 (1990)

    Article  MathSciNet  MATH  Google Scholar 

  12. Poliquin, R.A., Rockafellar, R.T.: Prox-regular functions in variational analysis. Trans. Am. Math. Soc. 348, 1805–1838 (1996)

    Article  MathSciNet  MATH  Google Scholar 

  13. Poliquin, R.A., Rockafellar, R.T.: Tilt stability of a local minimum. SIAM J. Optim. 8, 287–299 (1998)

    Article  MathSciNet  MATH  Google Scholar 

  14. Rockafellar, R.T.: Monotone operators and the proximal point algorithm. SIAM J. Control Optim. 14, 877–898 (1976)

    Article  MathSciNet  MATH  Google Scholar 

  15. Rockafellar, R.T.: Progressive decoupling of linkages in optimization and variational inequalities with elicitable convexity or monotonicity. Set-Valued Var. Anal. https://doi.org/10.1007/s11228-018-0496-1 (2018)

  16. Rockafellar, R.T., Wets, R.: Variational Analysis. Grundlehren der Mathematischen Wissenschaften, vol. 317. Springer, Berlin (1998)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to R. Tyrrell Rockafellar.

Additional information

Publisher’s Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

This article is dedicated to Alex Ioffe in appreciation of our long-time friendship and mathematical partnership.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Rockafellar, R.T. Variational Convexity and the Local Monotonicity of Subgradient Mappings. Vietnam J. Math. 47, 547–561 (2019). https://doi.org/10.1007/s10013-019-00339-5

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10013-019-00339-5

Keywords

Mathematics Subject Classification (2010)

Navigation