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Higher-order metric subregularity and its applications

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This paper is devoted to the study of metric subregularity and strong subregularity of any positive order \(q\) for set-valued mappings in finite and infinite dimensions. While these notions have been studied and applied earlier for \(q=1\) and—to a much lesser extent—for \(q\in (0,1)\), no results are available for the case \(q>1\). We derive characterizations of these notions for subgradient mappings, develop their sensitivity analysis under small perturbations, and provide applications to the convergence rate of Newton-type methods for solving generalized equations.

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References

  1. Aragón Artacho, F.J., Geoffroy, M.H.: Metric subregularity of the convex subdifferential in Banach spaces. J. Nonlinear Convex Anal. 15, 35–47 (2015)

    Google Scholar 

  2. Aragón Artacho, F.J., Mordukhovich, B.S.: Metric regularity and Lipschitzian stability of parametric variational systems. Nonlinear Anal. 72, 1149–1170 (2010)

    Article  MATH  MathSciNet  Google Scholar 

  3. Aussel, D., Garcia, Y., Hadjisavvas, N.: Single-directional property of multivalued maps and lack of metric regularity for variational systems. SIAM J. Optim. 20, 1274–1285 (2009)

    Article  MATH  MathSciNet  Google Scholar 

  4. Bacák, M., Borwein, J.M., Eberhard, A., Mordukhovich, B.S.: Infimal convolutions and Lipschitzian properties of subdifferentials for prox-regular functions in Hilbert spaces. J. Convex Anal. 17, 737–763 (2010)

    MATH  MathSciNet  Google Scholar 

  5. Borwein, J.M., Zhu, Q.J.: Techniques of Variational Analysis. Springer, New York (2005)

    MATH  Google Scholar 

  6. Borwein, J.M., Zhuang, D.M.: Verifiable necessary and sufficient conditions for regularity of set-valued and single-balued maps. J. Math. Anal. Appl. 134, 441–459 (1988)

    Article  MATH  MathSciNet  Google Scholar 

  7. Clarke, F.H., Ledyaev, YuS, Stern, R.J., Wolenski, P.R.: Nonsmooth Analysis and Control Theory. Springer, New York (1998)

    MATH  Google Scholar 

  8. Dennis Jr, J.E., Moré, J.J.: A characterization of superlinear convergence and its application to quasi-Newton methods. Math. Comput. 28, 549–560 (1974)

    Article  MATH  Google Scholar 

  9. Dontchev, A.L.: Generalizations of the Dennis–More theorem. SIAM J. Optim. 22, 821–830 (2012)

    Article  MATH  MathSciNet  Google Scholar 

  10. Dontchev, A.L., Rockafellar, R.T.: Implicit Functions and Solution Mappings. Springer, Dordrecht (2009)

    Book  MATH  Google Scholar 

  11. Drusvyatskiy, D., Mordukhovich, B.S., Nghia, T.T.A.: Second-order growth, tilt stability, and metric regularity of the subdifferential. J. Convex Anal. 21(4), 1165–1192 (2014)

  12. Facchinei, F., Pang, J.-S.: Finite-Dimensional Variational Inequalities and Complementarity Problems. Springer, New York (2003)

    Google Scholar 

  13. Frankowska, H., Quincampoix, M.: Hölder metric regularity of set-valued maps. Math. Program. 132, 333–354 (2012)

    Article  MATH  MathSciNet  Google Scholar 

  14. Gaydu, M., Geoffroy, M.H., Jean-Alexis, C.: Metric subregularity of order q and the solving of inclusions. Cent. Eur. J. Math. 9, 147–161 (2011)

    Article  MATH  MathSciNet  Google Scholar 

  15. Geremew, W., Mordukhovich, B.S., Nam, N.M.: Coderivative calculus and metric regularity for constraint and variational systems. Nonlinear Anal. 70, 529–552 (2009)

    Article  MATH  MathSciNet  Google Scholar 

  16. Izmailov, A.F., Solodov, M.V.: Newton-Type Methods for Optimization and Variational Problems. Springer, New York (2014)

    Book  MATH  Google Scholar 

  17. Jourani, A., Thibault, L., Zagrodny, D.: \(C^{1,\omega (\cdot )}\)-regularity and Lipschitz-like properties of subdifferential. Proc. Lond. Math. Soc. 105, 189–223 (2012)

    Article  MATH  MathSciNet  Google Scholar 

  18. Klatte, D., Kruger, A., Kummer, B.: From convergence principles to stability and optimality conditions. J. Convex Anal. 19, 1043–1072 (2012)

    MATH  MathSciNet  Google Scholar 

  19. Li, G., Mordukhovich, B.S.: Hölder metric subregularity with applications to proximal point method. SIAM J. Optim. 22, 1655–1684 (2012)

    Article  MATH  MathSciNet  Google Scholar 

  20. Mordukhovich, B.S.: Metric approximations and necessary optimality conditions for general classes of extremal problems. Soviet Math. Dokl. 22, 526–530 (1980)

    MATH  Google Scholar 

  21. Mordukhovich, B.S.: Sensitivity analysis in nonsmooth optimization. In: Field, D.A., Komkov, V. (eds.) Theoretical Aspects of Industrial Design. Proceedings in Applied Mathematics, vol. 58, pp. 32–46. SIAM, Philadelphia (1992)

    Google Scholar 

  22. Mordukhovich, B.S.: Variational Analysis and Generalized Differentiation, I: Basic Theory; II: Applications. Springer, Berlin (2006)

    Google Scholar 

  23. Mordukhovich, B.S.: Failure of metric regularity for major classes of variational systems. Nonlinear Anal. 69, 918–924 (2008)

    Article  MATH  MathSciNet  Google Scholar 

  24. Mordukhovich, B.S., 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  MATH  MathSciNet  Google Scholar 

  25. Robinson, S.M.: Generalized equations and their solutions, I: Basic theory. Math. Program. Study 10, 128–141 (1979)

    Article  MATH  Google Scholar 

  26. Rockafellar, R.T., Wets, R.J.-B.: Variational Analysis. Springer, Berlin (2006)

    Google Scholar 

  27. Schirotzek, W.: Nonsmooth Analysis. Springer, Berlin (2007)

    Book  MATH  Google Scholar 

  28. Yen, N.D., Yao, J.C., Kien, B.T.: Covering properties at positive-order rates of multifunctions and some related topics. J. Math. Anal. Appl. 338, 467–478 (2008)

    Article  MATH  MathSciNet  Google Scholar 

  29. Uderzo, A.: Exact penalty functions and calmness for mathematical programming under nonlinear perturbations. Nonlinear Anal. 73, 1596–1609 (2010)

    Article  MATH  MathSciNet  Google Scholar 

  30. Zheng, X.Y., Ng, K.F.: Hölder stable minimizers, tilt stability and Hölder metric regularity of subdifferential. SIAM J. Optim. (to appear)

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Correspondence to Wei Ouyang.

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This research was partly supported by the National Science Foundation under Grant DMS-12092508.

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Mordukhovich, B.S., Ouyang, W. Higher-order metric subregularity and its applications. J Glob Optim 63, 777–795 (2015). https://doi.org/10.1007/s10898-015-0271-x

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