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.
Similar content being viewed by others
References
Acedo, G.L., Xu, H.-K.: Iterative methods for strict pseudo-contractions in Hilbert spaces. Nonlinear Anal. 67, 2258–2271 (2007)
Brézis, H.: Analyse Fonctionnelle, Thorie et Applications. Masson, Paris (1983)
Browder, F.E., Petryshyn, W.V.: Construction of fixed points of nonlinear mappings in Hilbert space. J. Math. Anal. Appl. 20, 197–228 (1967)
Byrne, C.: Iterative oblique projection onto convex sets and the split feasibility problem. Inverse Probl. 18(2), 441–453 (2002)
Byrne, C.: A unified treatment of some iterative algorithms in signal processing and image reconstruction. Inverse Probl. 20(1), 103–120 (2004)
Byrne, C., Censor, Y., Gibali, A., Reich, S.: The split common null point problem. J. Nonlinear Convex Anal. 13(4), 759–775 (2012)
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)
Censor, Y., Elfving, T.: A multiprojection algorithm using Bregman projections in a product space. Numer. Algorithms 8(2–4), 221–239 (1994)
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)
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)
Clarke, Z.F.H., Ledyaev, Y.S., Stern, R.J., Wolenski, P.R.: Nonsmooth Analysis and Control Theory. Springer, New York (1998)
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)
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
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)
Jung, J.S.: Iterative methods for mixed equilibrium problems and psedocontractive mappings. Fixed Point Theory Appl. 2012, 184 (2012)
Liu, Y.: A general iterative method for equilibrium problems and strict pseudo-contractions in Hilbert spaces. Nonlinear Anal. 71, 4852–4861 (2009)
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)
Luke, D.R., Burke, J.V., Lyon, R.G.: Optical wavefront reconstruction: theory and numerical methods. SIAM Rev. 44, 169–224 (2002)
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)
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)
Maingé, P.E.: The viscosity approximation process for quasi-nonexpansive mappings in Hilbert spaces. Comput. Math. Appl. 59(1), 74–79 (2010)
Moudafi, A.: Split monotone variational inclusions. J. Optim. Theory Appl. 150(2), 275–283 (2011)
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
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)
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)
Qu, B., Xiu, N.: A note on the CQ algorithm for the split feasibility problem. Inverse Probl. 21(5), 1655–1665 (2005)
Rockafellar, R.T., Wets, R.: Variational Analysis. Springer, Berlin (1988)
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)
Xu, H.-K.: Iterative methods for the split feasibility problem in infinite-dimensional Hilbert spaces. Inverse Probl. 26(10), Article ID 105018 (2010)
Xu, H.-K.: A variable Krasnoselskii–Mann algorithm and the multiple-set split feasibility problem. Inverse Probl. 22(6), 2021–2034 (2006)
Xu, H.K.: Iterative algorithm for nonlinear operators. J. London Math. Soc. 66(2), 1–17 (2002)
Yang, Q.: The relaxed CQ algorithm solving the split feasibility problem. Inverse Probl. 20(4), 1261–1266 (2004)
Yang, Q., Zhao, J.: Generalized KM theorems and their applications. Inverse Probl. 22(3), 833–844 (2006)
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)
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)
Yao, Y., Jigang, W., Liou, Y.-C.: Regularized methods for the split feasibility problem. Abstr. Appl Anal. 2012, Article ID 140679 (2012)
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)
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)
Zhao, J., Yang, Q.: Several solution methods for the split feasibility problem. Inverse Probl. 21(5), 1791–1799 (2005)
Zhou, H.Y.: Convergence theorems of fixed points for strict pseudo-contractions in Hilbert spaces. Nonlinear Anal. 69(2), 456–462 (2008)
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
Corresponding author
Rights and permissions
About this article
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
Received:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s12190-014-0800-7
Keywords
- Proximal split feasibility problems
- Moreau–Yosida approximate
- Prox-regularity
- k-strictly pseudocontractive mapping
- Strong convergence