Abstract
New algorithms are proposed to solve a system of operator inclusions with monotone operators acting in a Hilbert space. The algorithms are based on three well-known methods: the Tseng forward-backward splitting algorithm and two hybrid algorithms for approximation of fixed points of nonexpansive operators. Theorems on the strong convergence of the sequences generated by the algorithms are proved.
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References
H. Brezis, Operateurs maximaux monotones et semi-groupes de contractions dans les espaces de Hilbert, North–Holland (1973).
H. H. Bauschke and P. L. Combettes, Convex Analysis and Monotone Operator Theory in Hilbert Spaces, Springer, Berlin–Heidelberg–New York (2011).
J.-L. Lions, Quelques methodes de resolution des problemes aux limites non lineaires (Some Methods to Solve Nonlinear Boundary-Value Problems), Dunod, Paris (1969).
D. Kinderlehrer and G. Stampacchia, An Introduction to Variational Inequalities and their Applications, Academic Press, New York (1980).
C. Baiocchi and A. Capelo, Variational and Quasivariational Inequalities: Applications to Free-Boundary Problems, Wiley (1984).
A. Nagurney, Network Economics: A Variational Inequality Approach, Kluwer Acad. Publ., Dordrecht (1999).
E. G. Gol’shtein and N. V. Tret’yakov, Modified Lagrangian Functions. Optimization Theory and Methods [in Russian], Nauka, Moscow (1989).
I. V. Konnov, Combined Relaxation Methods for Variational Inequalities, Springer–Verlag, Berlin–Heidelberg–New York (2001).
F. Facchinei and J.-S. Pang, Finite-Dimensional Variational Inequalities and Complementarity Problem, 2, Springer, New York (2003).
V. V. Vasin and I. I. Eremin, Operator and Iterative Processes of Fejer Type (Theory and Applications) [in Russian], Regulyarn. i Khaotich. Dinamika, Moscow–Izhevsk (2005).
H. Brezis and P. L. Lions, Produits infinis de resolvantes, Israel J. Math., 29, 329–345 (1978).
Yu. V. Malitsky and V. V. Semenov, An extra-gradient algorithm for monotone variational inequalities, Cybern. Syst. Analysis, 50, No. 2, 271–277 (2014).
P. Tseng, A modified forward–backward splitting method for maximal monotone map**s, SIAM J. Control Optim., 38, 431–446 (2000).
N. **u and J. Zhang, Some recent advances in projection-type methods for variational inequalities, J. Comput. Appl. Math., 152, 559–585 (2003).
G. M. Korpelevich, An extra-gradient method for finding saddle points and other problems, Ekon. Mat. Metody, 12, No. 4, 747–756 (1976).
E. N. Khobotov, A modification of extra-gradient method to solve variational inequalities and some optimization problems, Zh. Vych. Mat. Mat. Fiz., 27, No. 10, 1462–1473 (1987).
Yu. V. Malitsky and V. V. Semenov, A hybrid method without extrapolation step for solving variational inequality problems, J. Global Optimiz., 1–10 (2014), DOI 10.1007/s10898–014–0150–x.
T. A. Voitova and V. V. Semenov, A method to solve two-stage operator inclusions, Zhurn. Obchysl. Prykl. Mat., No. 3 (102), 34–39 (2010).
Yu. V. Malitskii and V. V. Semenov, New theorems of strong convergence of the proximal method for an equilibrium programming problem, Zhurn. Obchysl. Prykl. Mat., No. 3 (102), 79–88 (2010).
V. V. Semenov, On the parallel proximal decomposition method for solving the problems of convex optimization, J. Autom. Inform. Sci., 42, No. 4, 13–18 (2010).
S. I. Lyashko, V. V. Semenov, and T. A. Voitova, Low-cost modification of Korpelevich’s methods for monotone equilibrium problems, Cybern. Syst. Analysis, 47, No. 4, 631–639 (2011).
S. V. Denisov and V. V. Semenov, A proximal algorithm for two-level variational inequalities: Strong convergence, Zhurn. Obchysl. Prykl. Matem., No. 3 (106), 27–32 (2011).
V. V. Semenov, Parallel decomposition of variational inequalities with monotone operators, Zhurn. Obchysl. Prykl. Matem., No. 2 (108), 53–58 (2012).
R. Ya. Apostol, A. A. Grinenko, and V. V. Semenov, Iterative algorithms for monotone two-level variational inequalities, Zhurn. Obchysl. Prykl. Matem., No. 1 (107), 3–14 (2012).
L. C. Ceng and C. Y. Chou, On the relaxed hybrid–extragradient method for solving constrained convex minimization problems in Hilbert spaces, Taiwanese J. Math., 17, No. 3, 911–936 (2013).
I. V. Konnov, Systems of variational inequalities, Izv. Vuzov., Matem., No. 12, 79–88 (1997).
Y. Censor, A. Gibali, and S. Reich, A von Neumann alternating method for finding common solutions to variational inequalities, Nonlinear Analysis Series A: Theory, Methods & Applications, 75, 4596–4603 (2012).
Y. Censor, A. Gibali, S. Reich, and S. Sabach, Common solutions to variational inequalities, Set-Valued and Variational Analysis, 20, 229–247 (2012).
Y. Censor, A. Gibali, and S. Reich, Algorithms for the split variational inequality problem, Numer. Algorithms, 59, 301–323 (2012).
H. K. Xu, Viscosity approximation methods for nonexpansive map**s, J. Math. Anal. Appl., 298, 279–291 (2004).
Nguyen Buong and Dang Thi Hai Ha, Tikhonov regularization method for a system of equilibrium problems in Banach spaces, Ukr. Math. J., 61, No. 8, 1302–1310 (2009).
V. V. Semenov, Strongly convergent algorithms for variational inequality problem over the set of solutions the equilibrium problems, in: M. Z. Zgurovsky and V. A. Sadovnichiy (eds.), Continuous and Distributed Systems, Solid Mechanics and Its Applications, 211, Springer Intern. Publ. (Switzerland), Heidelberg–New York–Dordrecht–London (2014), pp. 131–146.
P. L. Combettes and S. A. Hirstoaga, Equilibrium programming in Hilbert spaces, J. Nonlinear Convex Anal., 6, 117–136 (2005).
P. L. Combettes, Solving monotone inclusions via compositions of nonexpansive averaged operators, Optimization, 53, 475–504 (2004).
K. Nakajo and W. Takahashi, Strong convergence theorems for nonexpansive map**s and nonexpansive semigroups, J. Math. Anal. Appl., 279, 372–379 (2003).
N. Nadezhkina and W. Takahashi, Strong convergence theorem by a hybrid method for nonexpansive map**s and Lipschitz-continuous monotone map**s, SIAM J. Optim., 16, No. 4, 1230–1241 (2006).
W. Takahashi, Y. Takeuchi, and R. Kubota, Strong convergence theorems by hybrid methods for families of nonexpansive map**s in Hilbert spaces, J. Math. Anal. Appl., 341, 276–286 (2008).
T. A. Voitova, S. V. Denisov, and V. V. Semenov, A strongly convergent modified version of the Korpelevich method for equilibrium programming problems, Zhurn. Obch. Prykl. Matem., No. 1 (104), 10–23 (2011).
V. V. Semenov, A basic scheme of the calculation of generalized projection, Dop. NANU, No. 6, 41–46 (2013).
Yu. V. Malitskii and V. V. Semenov, A scheme of external approximations for variational inequalities on the set of fixed points of Fejer operators, Dop. NANU, No. 7, 47–52 (2013).
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1The study was sponsored by the Verkhovna Rada of Ukraine (the scholarship of the Verkhovna Rada of Ukraine for Young Scientists, 2013) and The State Fund for Fundamental Researches of Ukraine (Project GP/F49/061).
Translated from Kibernetika i Sistemnyi Analiz, No. 5, September–October, 2014, pp. 104–112.
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Semenov, V.V. Hybrid Splitting Methods for the System of Operator Inclusions with Monotone Operators1 . Cybern Syst Anal 50, 741–749 (2014). https://doi.org/10.1007/s10559-014-9664-y
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DOI: https://doi.org/10.1007/s10559-014-9664-y