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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Auslender, A., Teboulle, M., Ben-Tiba, S.: A logarithmic-quadratic proximal method for variational inequalities. Comput. Optim. Appl. 12, 31–40 (1999)
Bauschke, H.H., Combettes, P.L.: Convex Analysis and Monotone Operator Theory in Hilbert Spaces. CMS Books in Mathematics, Springer, New York (2011)
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)
Beck, A., Sabach, S.: Weiszfeld’s method: old and new results. J. Optim. Theory Appl. 164, 1–40 (2015)
Berinde, V.: Iterative Approximation of Fixed Points. Lecture Notes in Mathematics, vol. 1912. Springer, Berlin (2007)
Cegielski, A.: Iterative Methods for Fixed Point Problems in Hilbert Spaces. Lecture Notes in Mathematics, vol. 2057. Springer, Berlin (2012)
Chang, S.S., Cho, Y.J., Zhou, H. (eds.): Iterative Methods for Nonlinear Operator Equations in Banach Spaces. Nova Science, Huntington, NY (2002)
Chidume, C.E.: Geometric Properties of Banach Spaces and Nonlinear Iterations. Lecture Notes in Mathematics, vol. 1965. Springer, London (2009)
Chidume, C.E., Chidume, C.O.: Iterative approximation of fixed points of nonexpansive mappings. J. Math. Anal. Appl. 318, 288–295 (2006)
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)
Combettes, P.L.: Solving monotone inclusions via compositions of nonexpansive averaged operators. Optimization 53, 475–504 (2004)
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)
Drezner, Z. (ed.): Facility Location. A Survey of Applications and Methods. Springer, (1995)
Facchinei, F., Pang, J.-S.: Finite-Dimensional Variational Inequalities and Complementarity Problems, vol. II. Springer Series in Operations Research, Springer, New York (2003)
Genel, A., Lindenstrauss, J.: An example concerning fixed points. Isr. J. Math. 22, 81–86 (1975)
Hu, L., Liu, L.: A new iterative algorithm for common solutions of a finite family of accretive operators. Nonlinear Anal. 70, 2344–2351 (2009)
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
Kim, T.-H., Xu, H.-K.: Strong convergence of modified Mann iterations. Nonlinear Anal. 61, 51–60 (2005)
Krasnoselskii, M.A.: Two remarks on the method of successive approximations. Uspekhi Mat. Nauk 10, 123–127 (1955)
Liang, J., Fadili, J., Peyré, G.: Convergence rates with inexact non-expansive operators. Math. Program. 159, 403–434 (2016)
Lions, P.L., Mercier, B.: Splitting algorithms for the sum of two nonlinear operators. SIAM J. Numer. Anal. 16, 964–979 (1979)
Love, R.F., Morris, J.G., Wesolowsky, G.O.: Facilities Location. Models and Methods. Elsevier Science Publishing Co, Amsterdam (1988)
Maingé, P.-E.: Strong convergence of projected subgradient methods for nonsmooth and nonstrictly convex minimization. Set-Valued Anal. 16, 899–912 (2008)
Mann, W.R.: Mean value methods in iteration. Bull. Am. Math. Soc. 4, 506–510 (1953)
Reich, S.: Weak convergence theorems for nonexpansive mappings in Banach spaces. J. Math. Anal. Appl. 67, 274–276 (1979)
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)
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)
Svaiter, B.F.: On weak convergence of the Douglas–Rachford method. SIAM J. Control Optim. 49, 280–287 (2011)
Xu, H.-K.: Iterative algorithms for nonlinear operators. J. Lond. Math. Soc. 66, 240–256 (2002)
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)
Zhang, H., Cheng, L.: Projective splitting methods for sums of maximal monotone operators with applications. J. Math. Anal. Appl. 406, 323–334 (2013)
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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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DOI: https://doi.org/10.1007/s10589-017-9902-0