Abstract
We propose a new general type of splitting methods for accretive operators in Banach spaces. We then give the sufficient conditions to guarantee the strong convergence. In the last section, we apply our results to the minimization optimization problem and the linear inverse problem including the numerical examples.
Similar content being viewed by others
References
Baillon, J.B., Haddad, G.: Quelques proprietes des operateurs angle-bornes et cycliquement monotones. Isr. J. Math. 26, 137–150 (1977)
Bertsekas, D.P., Tsitsiklis, J.N.: Parallel and Distributed Computation: Numerical Methods. Athena Scientific. Belmont. MA (1997)
Boikanyo, O.A., Morosanu, G.: Four parameters proximal point algorithms. Nonlinear Anal. 74, 544–555 (2011)
Byrne, C.: A unified treatment of some iterative algorithms in signal processing and image reconstruction. Inverse Prob. 20, 103–120 (2004)
Brézis, H., Lions, P.L.: Produits infinis de resolvantes. Isr. J. Math. 29, 329–345 (1978)
Chen, G.H.G., Rockafellar, R.T.: Convergence rates in forward-backward splitting. SIAM J. Optim. 7, 421–444 (1997)
Chidume, C.: Geometric Properties of Banach Spaces and Nonlinear Iterations. Springer (2009)
Cioranescu, I.: Geometry of Banach Spaces, Duality Mappings and Nonlinear Problems. Kluwer Academic Publishers (1990)
Combettes, P.L.: Iterative construction of the resolvent of a sum of maximal monotone operators. J. Convex Anal. 16, 727–748 (2009)
Combettes, P.L., Wajs, V.R.: Signal recovery by proximal forward-backward splitting. Multiscale Model. Simul. 4, 1168–1200 (2005)
Douglas, J., Rachford, H.H.: On the numerical solution of the heat conduction problem in 2 and 3 space variables. Trans. Amer. Math. Soc. 82, 421–439 (1956)
Dunn, J.C.: Convexity, monotonicity, and gradient processes in Hilbert space. J. Math. Anal. Appl. 53, 145–158 (1976)
Güler, O.: On the convergence of the proximal point algorithm for convex minimization. SIAM J. Control. Optim. 29, 403–419 (1991)
Hale, E.T., Yin, W., Zhang, Y.: A fixed-point continuation method for l 1-regularized minimization with applications to compressed sensing. Tech. rep. CAAM TR07-07 (2007)
He, S., Yang, C.: Solving the variational inequality problem defined on intersection of finite level sets. Abstr. Appl. Anal. 2013, Art ID. 942315 (2013)
Kamimura, S., Takahashi, W.: Approximating solutions of maximal monotone operators in Hilbert spaces. J. Approx. Theory 106, 226–240 (2000)
Lions, P.L., Mercier, B.: Splitting algorithms for the sum of two nonlinear operators. SIAM J. Numer. Anal. 16, 964–979 (1979)
López, G., Martín-Márquez, V., Wang, F., Xu, H.K.: Forward-Backward splitting methods for accretive operators in Banach spaces. Abstr. Appl. Anal. 2012. Art ID 109236 (2012)
Maingé, P.E.: Strong convergence of projected subgradient methods for nonsmooth and nonstrictly convex minimization. Set-Valued Anal. 16, 899–912 (2008)
Maingé, P.E.: Approximation method for common fixed points of nonexpansive mappings in Hilbert spaces. J. Math. Anal. Appl. 325, 469–479 (2007)
Marino, G., Xu, H.K.: Convergence of generalized proximal point algorithm. Comm. Pure Appl. Anal. 3, 791–808 (2004)
Martinet, B.: Régularisation d’inéquations variationnelles par approximations successives. Rev. Française Informat. Recherche. Opérationnelle 4, 154–158 (1970)
Mitrinovic, D.S.: Analytic Inequalities. Springer-Verlag, New York (1970)
Passty, G.B.: Ergodic convergence to a zero of the sum of monotone operators in Hilbert space. J. Math. Anal. Appl. 72, 383–390 (1979)
Peaceman, D.H., Rachford, H.H.: The numerical solution of parabolic and eliptic differentials. J. Soc. Indust. Appl. Math. 3, 28–41 (1955)
Reich, S.: Strong convergence theorems for resolvents of accretive operators in Banach spaces. J. Math. Anal. Appl. 75, 287–292 (1980)
Rockafellar, R.T.: Monotone operators and the proximal point algorithm. SIAM J. Control. Optim. 14, 877–898 (1976)
Rockafellar, R.T.: On the maximal monotonicity of subdifferential mappings. Pac. J. Math. 33, 209–216 (1970)
Takahashi, W., Wong, N.C., Yao, J.C.: Two generalized strong convergence theorems of Halpern’s type in Hilbert spaces and applications. Taiwan. J. Math. 16, 1151–1172 (2012)
Tseng, P.: A modified forward-backward splitting method for maximal monotone mappings. SIAM J. Control. Optim. 38, 431–446 (2000)
Wang, F., Cui, H.: On the contraction-proximal point algorithms with multi-parameters. J. Glob. Optim. 54, 485–491 (2012)
Xu, H.K.: Inequalities in Banach spaces with applications. Nonlinear Anal. 16, 1127–1138 (1991)
Xu, H.K.: Iterative algorithms for nonlinear operators. J. Lond. Math. Soc. 66, 240–256 (2002)
Yao, Y., Noor, M.A.: On convergence criteria of generalized proximal point algorithms. J. Comput. Appl. Math. 217, 46–55 (2008)
Zegeye, H., Shahzad, N.: Strong convergence theorems for a common zero of a finite family of m-accretive mappings. Nonlinear Anal. 66, 1161–1169 (2007)
Zhan, X.: Extremal eigenvalues of real symmetric matrices with entries in an interval. SIAM J. Matrix Anal. Appl. 27, 851–860 (2006)
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Cholamjiak, P. A generalized forward-backward splitting method for solving quasi inclusion problems in Banach spaces. Numer Algor 71, 915–932 (2016). https://doi.org/10.1007/s11075-015-0030-6
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11075-015-0030-6