Abstract
In this paper, we introduce a new method for solving variational inequality problems with monotone and Lipschitz-continuous mapping in Hilbert space. The iterative process is based on well-known projection method and the hybrid (or outer approximation) method. However we do not use an extrapolation step in the projection method. The absence of one projection in our method is explained by slightly different choice of sets in the hybrid method. We prove a strong convergence of the sequences generated by our method.
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Antipin, A.S.: On a method for convex programs using a symmetrical modification of the lagrange function. Ekonomika i Matematicheskie Metody 12(6), 1164–1173 (1976)
Aubin, J.P., Ekeland, I.: Applied Nonlinear Analysis. Wiley, New York (1984)
Baiocchi, C., Capelo, A.: Variational and Quasivariational Inequalities. Applications to Free Boundary Problems. Wiley, New York (1984)
Bakushinskii, A.D., Goncharskii, A.V.: Ill-Posed Problems: Theory and Applications. Kluwer Academic Publishers, Dordrecht (1994)
Bauschke, H.H., Combettes, P.L.: A weak-to-strong convergence principle for fejer-monotone methods in Hilbert spaces. Math. Oper. Res. 26(2), 248–264 (2001)
Bauschke, H.H., Combettes, P.L.: Convex Analysis and Monotone Operator Theory in Hilbert Spaces. Springer, New York (2011)
Ceng, L.C., Hadjisavvas, N., Wong, N.C.: Strong convergence theorem by a hybrid extragradient-like approximation method for variational inequalities and fixed point problems. J. Glob. Optim. 46, 635–646 (2010)
Censor, Y., Gibali, A., Reich, S.: Strong convergence of subgradient extragradient methods for the variational inequality problem in Hilbert space. Optim. Methods Softw. 26(4–5), 827–845 (2011)
Censor, Y., Gibali, A., Reich, S.: The subgradient extragradient method for solving variational inequalities in Hilbert space. J. Optim. Theory Appl. 148, 318–335 (2011)
Facchinei, F., Pang, J.S.: Finite-Dimensional Variational Inequalities and Complementarity Problems, vols. I, II. Springer, New York (2003)
Glowinski, R., Lions, J.L., Trémolierès, R.: Numerical Analysis of Variational Inequalities. North-Holland, Amsterdam (1981)
Harker, P.T., Pang, J.S.: A damped-Newton method for the linear complementarity problem. Lect. Appl. Math. 26, 265–284 (1990)
Iusem, A.N., Nasri, M.: Korpelevich’s method for variational inequality problems in Banach spaces. J. Glob. Optim. 50, 59–76 (2011)
Iusem, A.N., Svaiter, B.F.: A variant of Korpelevich’s method for variational inequalities with a new search strategy. Optimization 42, 309–321 (1997)
Khobotov, E.N.: Modification of the extragradient method for solving variational inequalities and certain optimization problems. USSR Comput. Math. Math. Phys. 27, 120–127 (1989)
Kinderlehrer, D., Stampacchia, G.: An Introduction to Variational Inequalities and Their Applications. Academic Press, New York (1980)
Konnov, I.V.: Combined Relaxation Methods for Variational Inequalities. Springer, Berlin (2001)
Korpelevich, G.M.: The extragradient method for finding saddle points and other problems. Ekonomika i Matematicheskie Metody 12(4), 747–756 (1976)
Lions, J.L.: Optimal Control of Systems Governed by Partial Differential Equations. Springer, Berlin (1971)
Lyashko, S.I., Semenov, V.V., Voitova, T.A.: Low-cost modification of Korpelevich’s method for monotone equilibrium problems. Cybern. Syst. Anal. 47, 631–639 (2011)
Nadezhkina, N., Takahashi, W.: Strong convergence theorem by a hybrid method for nonexpansive mappings and Lipschitz-continuous monotone mappings. SIAM J. Optim. 16, 1230–1241 (2006)
Nagurney, A.: Network Economics: A Variational Inequality Approach. Kluwer, Dordrecht (1999)
Nakajo, K., Takahashi, W.: Strong convergence theorems for nonexpansive mappings and nonexpansive semigroups. J. Math. Anal. Appl. 279, 372–379 (2003)
Popov, L.D.: A modification of the Arrow–Hurwicz method for search of saddle points. Math. Notes 28(5), 845–848 (1980)
Solodov, M.V., Svaiter, B.F.: A new projection method for variational inequality problems. SIAM J. Control Optim. 37, 765–776 (1999)
Solodov, M.V., Svaiter, B.F.: Forcing stong convergence of proximal point iterations in a Hilbert space. Math. Program. 87, 189–202 (2000)
Tseng, P.: A modified forward-backward splitting method for maximal monotone mappings. SIAM J. Control Optim. 38, 431–446 (2000)
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The authors would like to extend their gratitude towards anonymous referees whose constructive suggestions helped us to improve the presentation of this paper.
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The research was partially supported by the Ukrainian State Fund for Fundamental Researches under Grants GP/F44/042, GP/F49/061.
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Malitsky, Y.V., Semenov, V.V. A hybrid method without extrapolation step for solving variational inequality problems. J Glob Optim 61, 193–202 (2015). https://doi.org/10.1007/s10898-014-0150-x
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DOI: https://doi.org/10.1007/s10898-014-0150-x