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Generalized Krasnoselskii–Mann-type iterations for nonexpansive mappings in Hilbert spaces

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Abstract

The Krasnoselskii–Mann iteration plays an important role in the approximation of fixed points of nonexpansive operators; it is known to be weakly convergent in the infinite dimensional setting. In this present paper, we provide a new inexact Krasnoselskii–Mann iteration and prove weak convergence under certain accuracy criteria on the error resulting from the inexactness. We also show strong convergence for a modified inexact Krasnoselskii–Mann iteration under suitable assumptions. The convergence results generalize existing ones from the literature. Applications are given to the Douglas–Rachford splitting method, the Fermat–Weber location problem as well as the alternating projection method by John von Neumann.

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References

  1. Auslender, A., Teboulle, M., Ben-Tiba, S.: A logarithmic-quadratic proximal method for variational inequalities. Comput. Optim. Appl. 12, 31–40 (1999)

    Article  MathSciNet  MATH  Google Scholar 

  2. Bauschke, H.H., Combettes, P.L.: Convex Analysis and Monotone Operator Theory in Hilbert Spaces. CMS Books in Mathematics, Springer, New York (2011)

  3. Bauschke, H.H., Burachik, R.S., Combettes, P.L., Elser, V., Luke, D.R., Wolkowicz, H. (eds.): Fixed-Point Algorithms for Inverse Problems in Science and Engineering, Springer Optimization and Its Applications 49, Springer (2011)

  4. Beck, A., Sabach, S.: Weiszfeld’s method: old and new results. J. Optim. Theory Appl. 164, 1–40 (2015)

    Article  MathSciNet  MATH  Google Scholar 

  5. Berinde, V.: Iterative Approximation of Fixed Points. Lecture Notes in Mathematics, vol. 1912. Springer, Berlin (2007)

  6. Cegielski, A.: Iterative Methods for Fixed Point Problems in Hilbert Spaces. Lecture Notes in Mathematics, vol. 2057. Springer, Berlin (2012)

  7. Chang, S.S., Cho, Y.J., Zhou, H. (eds.): Iterative Methods for Nonlinear Operator Equations in Banach Spaces. Nova Science, Huntington, NY (2002)

  8. Chidume, C.E.: Geometric Properties of Banach Spaces and Nonlinear Iterations. Lecture Notes in Mathematics, vol. 1965. Springer, London (2009)

  9. Chidume, C.E., Chidume, C.O.: Iterative approximation of fixed points of nonexpansive mappings. J. Math. Anal. Appl. 318, 288–295 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  10. Cho, Y.J., Kang, S.M., Qin, X.: Approximation of common fixed points of an infinite family of nonexpansive mappings in Banach spaces. Comput. Math. Appl. 56, 2058–2064 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  11. Combettes, P.L.: Solving monotone inclusions via compositions of nonexpansive averaged operators. Optimization 53, 475–504 (2004)

    Article  MathSciNet  MATH  Google Scholar 

  12. Douglas, J., Rachford, H.H.: On the numerical solution of heat conduction problems in two or three space variables. Trans. Am. Math. Soc. 82, 421–439 (1956)

    Article  MathSciNet  MATH  Google Scholar 

  13. Drezner, Z. (ed.): Facility Location. A Survey of Applications and Methods. Springer, (1995)

  14. Facchinei, F., Pang, J.-S.: Finite-Dimensional Variational Inequalities and Complementarity Problems, vol. II. Springer Series in Operations Research, Springer, New York (2003)

  15. Genel, A., Lindenstrauss, J.: An example concerning fixed points. Isr. J. Math. 22, 81–86 (1975)

    Article  MathSciNet  MATH  Google Scholar 

  16. Hu, L., Liu, L.: A new iterative algorithm for common solutions of a finite family of accretive operators. Nonlinear Anal. 70, 2344–2351 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  17. Hu, L.-G.: Strong convergence of a modified Halpern’s iteration for nonexpansive mappings, In: Fixed Point Theory Applications, vol. 2008, Article ID 649162, p. 9

  18. Kim, T.-H., Xu, H.-K.: Strong convergence of modified Mann iterations. Nonlinear Anal. 61, 51–60 (2005)

    Article  MathSciNet  MATH  Google Scholar 

  19. Krasnoselskii, M.A.: Two remarks on the method of successive approximations. Uspekhi Mat. Nauk 10, 123–127 (1955)

    MathSciNet  Google Scholar 

  20. Liang, J., Fadili, J., Peyré, G.: Convergence rates with inexact non-expansive operators. Math. Program. 159, 403–434 (2016)

  21. Lions, P.L., Mercier, B.: Splitting algorithms for the sum of two nonlinear operators. SIAM J. Numer. Anal. 16, 964–979 (1979)

    Article  MathSciNet  MATH  Google Scholar 

  22. Love, R.F., Morris, J.G., Wesolowsky, G.O.: Facilities Location. Models and Methods. Elsevier Science Publishing Co, Amsterdam (1988)

    MATH  Google Scholar 

  23. Maingé, P.-E.: Strong convergence of projected subgradient methods for nonsmooth and nonstrictly convex minimization. Set-Valued Anal. 16, 899–912 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  24. Mann, W.R.: Mean value methods in iteration. Bull. Am. Math. Soc. 4, 506–510 (1953)

    MathSciNet  MATH  Google Scholar 

  25. Reich, S.: Weak convergence theorems for nonexpansive mappings in Banach spaces. J. Math. Anal. Appl. 67, 274–276 (1979)

    Article  MathSciNet  MATH  Google Scholar 

  26. Su, Y.: A note on “Convergence of a Halpern-type iteration algorithm for a class of pseudo-contractive mappings”. Nonlinear Anal. 70, 2519–2520 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  27. Suzuki, T.: A sufficient and necessary condition for Halpern-type strong convergence to fixed points of nonexpansive mappings. Proc. Am. Math. Soc. 135, 99–106 (2007)

    Article  MathSciNet  MATH  Google Scholar 

  28. Svaiter, B.F.: On weak convergence of the Douglas–Rachford method. SIAM J. Control Optim. 49, 280–287 (2011)

    Article  MathSciNet  MATH  Google Scholar 

  29. Xu, H.-K.: Iterative algorithms for nonlinear operators. J. Lond. Math. Soc. 66, 240–256 (2002)

    Article  MathSciNet  MATH  Google Scholar 

  30. Yao, Y., Liou, Y.-C., Zhou, H.: Strong convergence of an iterative method for nonexpansive mappings with new control conditions. Nonlinear Anal. 70, 2332–2336 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  31. Zhang, H., Cheng, L.: Projective splitting methods for sums of maximal monotone operators with applications. J. Math. Anal. Appl. 406, 323–334 (2013)

    Article  MathSciNet  MATH  Google Scholar 

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Correspondence to Christian Kanzow.

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Yekini Shehu: The research of this author is supported by the Alexander von Humboldt-Foundation.

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Kanzow, C., Shehu, Y. Generalized Krasnoselskii–Mann-type iterations for nonexpansive mappings in Hilbert spaces. Comput Optim Appl 67, 595–620 (2017). https://doi.org/10.1007/s10589-017-9902-0

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