Skip to main content
Log in

Convergence analysis for proximal split feasibility problems and fixed point problems

  • Original Research
  • Published:
Journal of Applied Mathematics and Computing Aims and scope Submit manuscript

Abstract

Our aim in this paper is to introduce iterative algorithms and prove their strong convergence for solving proximal split feasibility problems and fixed point problems for \(k\)-strictly pseudocontractive mappings in Hilbert spaces. The sequence generated by our first iterative scheme converges strongly to an approximate common solution of convex minimization feasibility problem and fixed point problem. Furthermore, our second algorithm generates a strongly convergent sequence to an approximate common solution of non-convex minimization feasibility problem and fixed point problem. In all our results in this work, our iterative schemes are proposed with a way of selecting the step-sizes such that their implementation does not need any prior information about the operator norm because the calculation or at least an estimate of the operator norm \(||A||\) is very difficult, if not an impossible task. Our result complements many recent and important results in this direction.

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. Acedo, G.L., Xu, H.-K.: Iterative methods for strict pseudo-contractions in Hilbert spaces. Nonlinear Anal. 67, 2258–2271 (2007)

    Article  MATH  MathSciNet  Google Scholar 

  2. Brézis, H.: Analyse Fonctionnelle, Thorie et Applications. Masson, Paris (1983)

    Google Scholar 

  3. Browder, F.E., Petryshyn, W.V.: Construction of fixed points of nonlinear mappings in Hilbert space. J. Math. Anal. Appl. 20, 197–228 (1967)

    Article  MATH  MathSciNet  Google Scholar 

  4. Byrne, C.: Iterative oblique projection onto convex sets and the split feasibility problem. Inverse Probl. 18(2), 441–453 (2002)

    Article  MATH  MathSciNet  Google Scholar 

  5. Byrne, C.: A unified treatment of some iterative algorithms in signal processing and image reconstruction. Inverse Probl. 20(1), 103–120 (2004)

    Article  MATH  MathSciNet  Google Scholar 

  6. Byrne, C., Censor, Y., Gibali, A., Reich, S.: The split common null point problem. J. Nonlinear Convex Anal. 13(4), 759–775 (2012)

    MATH  MathSciNet  Google Scholar 

  7. Ceng, L.C., Al-Homidan, S., Ansari, Q.H., Yao, J.C.: An iterative scheme for equilibrium problems and fixed point problems of strict pseudo-contraction mappings. J. Comput. Appl. Math. 223, 967–974 (2009)

    Article  MATH  MathSciNet  Google Scholar 

  8. Censor, Y., Elfving, T.: A multiprojection algorithm using Bregman projections in a product space. Numer. Algorithms 8(2–4), 221–239 (1994)

    Article  MATH  MathSciNet  Google Scholar 

  9. Chidume, C.E., Abbas, M., Ali, B.: Convergence of the Mann iteration algorithm for a class of pseudo-contractive mappings. Appl. Math. Comput. 194, 1–6 (2007)

    Article  MATH  MathSciNet  Google Scholar 

  10. Cholamjiak, P., Suantai, S.: Strong convergence for a countable family of strict pseudocontractions in \(q\)-uniformly smooth Banach spaces. Comput. Math. Appl. 62, 787–796 (2011)

    Article  MATH  MathSciNet  Google Scholar 

  11. Clarke, Z.F.H., Ledyaev, Y.S., Stern, R.J., Wolenski, P.R.: Nonsmooth Analysis and Control Theory. Springer, New York (1998)

    MATH  Google Scholar 

  12. Dang, Y., Gao, Y.: The strong convergence of a KM-CQ-like algorithm for a split feasibility problem. Inverse Probl. 27(1), Article ID 015007 (2011)

  13. Hao, Y., Cho, S. Y.: Some results on strictly pseudocontractive nonself mapping and equilibrium problems in Hilbert spaces. Abst. Appl. Anal. 2012, Article ID 543040

  14. Jaiboon, C., Kumam, P.: Strong convergence theorems for solving equilibrium problems and fixed point problems of strictly pseudocontraction mappings by two hybrid projection methods. J. Comput. Appl. Math. 234(3), 722–732 (2010)

    Article  MATH  MathSciNet  Google Scholar 

  15. Jung, J.S.: Iterative methods for mixed equilibrium problems and psedocontractive mappings. Fixed Point Theory Appl. 2012, 184 (2012)

    Article  Google Scholar 

  16. Liu, Y.: A general iterative method for equilibrium problems and strict pseudo-contractions in Hilbert spaces. Nonlinear Anal. 71, 4852–4861 (2009)

    Article  MATH  MathSciNet  Google Scholar 

  17. Luke, D.R.: Finding best approximation pairs relative to a convex and prox-regular set in Hilbert space. SIAM J. Optim. 19(2), 714–729 (2008)

    Article  MATH  MathSciNet  Google Scholar 

  18. Luke, D.R., Burke, J.V., Lyon, R.G.: Optical wavefront reconstruction: theory and numerical methods. SIAM Rev. 44, 169–224 (2002)

    Article  MATH  MathSciNet  Google Scholar 

  19. Lopez, G., Martin-Marquez, V., Wang, F., Xu, H.K.: Solving the split feasibility problem without prior knowledge of matrix norms. Inverse Probl. 28, 085004 (2012)

    Article  MathSciNet  Google Scholar 

  20. Marino, G., Xu, H.-K.: Weak and strong convergence theorems for strict pseudo-contractions in Hilbert spaces. J. Math. Anal. Appl. 329(1), 336–346 (2007)

    Article  MATH  MathSciNet  Google Scholar 

  21. Maingé, P.E.: The viscosity approximation process for quasi-nonexpansive mappings in Hilbert spaces. Comput. Math. Appl. 59(1), 74–79 (2010)

    Article  MATH  MathSciNet  Google Scholar 

  22. Moudafi, A.: Split monotone variational inclusions. J. Optim. Theory Appl. 150(2), 275–283 (2011)

    Article  MATH  MathSciNet  Google Scholar 

  23. Moudafi, A., Thakur, B. S.: Solving proximal split feasibility problems without prior knowledge of operator norms. Optim. Lett. doi:10.1007/s11590-013-0708-4

  24. Osilike, M.O., Shehu, Y.: Cyclic algorithm for common fixed points of finite family of strictly pseudocontractive mappings of Browder–Petryshyn type. Nonlinear Anal. 70, 3575–3583 (2009)

    Article  MATH  MathSciNet  Google Scholar 

  25. Qin, L.-J., Wang, L.: An iteration method for solving equilibrium problems, common fixed point problems of pseudocontractive mappings of Browder-Petryshyn type in Hilbert spaces. Int. Math. Forum 6(2), 63–74 (2011)

    MATH  MathSciNet  Google Scholar 

  26. Qu, B., Xiu, N.: A note on the CQ algorithm for the split feasibility problem. Inverse Probl. 21(5), 1655–1665 (2005)

    Article  MATH  MathSciNet  Google Scholar 

  27. Rockafellar, R.T., Wets, R.: Variational Analysis. Springer, Berlin (1988)

    Google Scholar 

  28. Shehu, Y.: Iterative methods for family of strictly pseudocontractive mappings and system of generalized mixed equilibrium problems and variational inequality problems. Fixed Point Theory Appl. 2011, Article ID 852789 (2011)

  29. Xu, H.-K.: Iterative methods for the split feasibility problem in infinite-dimensional Hilbert spaces. Inverse Probl. 26(10), Article ID 105018 (2010)

  30. Xu, H.-K.: A variable Krasnoselskii–Mann algorithm and the multiple-set split feasibility problem. Inverse Probl. 22(6), 2021–2034 (2006)

    Article  MATH  Google Scholar 

  31. Xu, H.K.: Iterative algorithm for nonlinear operators. J. London Math. Soc. 66(2), 1–17 (2002)

    MathSciNet  Google Scholar 

  32. Yang, Q.: The relaxed CQ algorithm solving the split feasibility problem. Inverse Probl. 20(4), 1261–1266 (2004)

    Article  MATH  Google Scholar 

  33. Yang, Q., Zhao, J.: Generalized KM theorems and their applications. Inverse Probl. 22(3), 833–844 (2006)

    Article  Google Scholar 

  34. Yao, Y., Chen, R., Liou, Y.-C.: A unified implicit algorithm for solving the triple-hierarchical constrained optimization problem. Math. Comput. Model. 55(3–4), 1506–1515 (2012)

    Article  MATH  MathSciNet  Google Scholar 

  35. Yao, Y., Cho, Y.-J., Liou, Y.-C.: Hierarchical convergence of an implicit doublenet algorithm for nonexpansive semigroups and variational inequalities. Fixed Point Theory Appl. 2011, article 101 (2011)

  36. Yao, Y., Jigang, W., Liou, Y.-C.: Regularized methods for the split feasibility problem. Abstr. Appl Anal. 2012, Article ID 140679 (2012)

  37. Yao, Y., Liou, Y.-C., Kang, S.M.: Two-step projection methods for a system of variational inequality problems in Banach spaces. J. Global Optim. 55(4), 801–811 (2013)

    Article  MATH  MathSciNet  Google Scholar 

  38. Yao, Y.H., Zhou, H.Y., Liou, Y.C.: Strong convergence of a modified Krasnoselski–Mann iterative algorithm for nin-expansive mappings. J. Math. Comput. 29, 383–389 (2009)

  39. Zhao, J., Yang, Q.: Several solution methods for the split feasibility problem. Inverse Probl. 21(5), 1791–1799 (2005)

    Article  MATH  Google Scholar 

  40. Zhou, H.Y.: Convergence theorems of fixed points for strict pseudo-contractions in Hilbert spaces. Nonlinear Anal. 69(2), 456–462 (2008)

    Article  MATH  MathSciNet  Google Scholar 

Download references

Acknowledgments

The authors are very grateful to the Editor in charge of the manuscript and the two anonymous referees for many insightful, detailed and helpful comments which led to significant improvement of the previous version of paper.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Yekini Shehu.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Shehu, Y., Ogbuisi, F.U. Convergence analysis for proximal split feasibility problems and fixed point problems. J. Appl. Math. Comput. 48, 221–239 (2015). https://doi.org/10.1007/s12190-014-0800-7

Download citation

  • Received:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s12190-014-0800-7

Keywords

Mathematics Subject Classification

Navigation