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Single Bregman projection method for solving variational inequalities in reflexive Banach spaces. (English) Zbl 1518.65056

Summary: In this paper, we introduce a single projection method with the Bregman distance technique for solving pseudomonotone variational inequalities in a real reflexive Banach space. The algorithm is designed such that its step size is determined by a self-adaptive process and there is only one computation of projection per iteration during implementation. This improves the convergence of the method and also avoids the need for choosing a suitable estimate of the Lipschitz constant of the cost function which is very difficult in practice. We prove some weak and strong convergence results under suitable conditions on the cost operator. We also provide some numerical experiments to illustrate the performance and efficiency of the proposed method.

MSC:

65J99 Numerical analysis in abstract spaces
47J25 Iterative procedures involving nonlinear operators
90C33 Complementarity and equilibrium problems and variational inequalities (finite dimensions) (aspects of mathematical programming)
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References:

[1] Facchinei, F, Pang, JS. Finite-dimensional variational inequalities and complementarity problems. New York: Springer; 2003. (Springer Series in Operations Research, Vols. I and II). · Zbl 1062.90001
[2] Glowinski, R.; Lions, JL; Trémoliéres, R., Numerical analysis of variational inequalities (1981), Amsterdam: North-Holland, Amsterdam · Zbl 0463.65046
[3] Kinderlehrer, D.; Stampacchia, G., An introduction to variational inequalities and their applications (1980), New York: Academic Press, New York · Zbl 0457.35001
[4] Konnov, IV., Combined relaxation methods for variational inequalities (2001), Berlin: Springer, Berlin · Zbl 0982.49009
[5] Goldstein, AA., Convex programming in Hilbert space, Bull Am Math Soc, 70, 709-710 (1964) · Zbl 0142.17101
[6] Korpelevich, GM., The extragradient method for finding saddle points and other problems, Ekon Mat Metody, 12, 747-756 (1976) · Zbl 0342.90044
[7] Ceng, LC; Hadjisavas, N.; Weng, NC., Strong convergence theorems by a hybrid extragradient-like approximation method for variational inequalities and fixed point problems, J Glob Optim, 46, 635-646 (2010) · Zbl 1198.47081
[8] Ceng, LC; Teboulle, M.; Yao, JC., Weak convergence of an iterative method for pseudomonotone variational inequalities and fixed-point problems, J Optim Theory Appl, 146, 19-31 (2010) · Zbl 1222.47091
[9] Ceng, LC; Petrusel, A.; Yao, JC, Hybrid viscosity extragradient method for systems of variational inequalities, fixed points of nonexpansive mappings, zero points of accretive operators in Banach spaces, Fixed Point Theory, 19, 487-502 (2018) · Zbl 1406.49010
[10] Ceng, LC; Petrusel, A.; Yao, JC, Systems of variational inequalities with hierarchical variational inequality constraints for Lipschitzian pseudocontractions, Fixed Point Theory, 20, 113-133 (2019) · Zbl 1430.49004
[11] Censor, Y.; Gibali, A.; Reich, S., Extensions of Korpelevich’s extragradient method for variational inequality problems in Euclidean space, Optimization, 61, 119-1132 (2012) · Zbl 1260.65056
[12] Censor, Y.; Gibali, A.; Reich, S., The subgradient extragradient method for solving variational inequalities in Hilbert spaces, J Optim Theory Appl, 148, 318-335 (2011) · Zbl 1229.58018
[13] Censor, Y.; Gibali, A.; Reich, S., Strong convergence of subgradient extragradient methods for the variational inequality problem in Hilbert space, Optim Methods Softw, 26, 827-845 (2011) · Zbl 1232.58008
[14] Denisov, SV; Semenov, VV; Chabak, LM., Convergence of the modified extragradient method for variational inequalities with non-Lipschitz operators, Cybern Syst Anal, 51, 757-765 (2015) · Zbl 1331.49010
[15] Jolaoso, LO; Taiwo, A.; Alakoya, TO, A unified algorithm for solving variational inequality and fixed point problems with application to the split equality problem, Comput Appl Math, 39 (2019) · Zbl 1438.65138 · doi:10.1007/s40314-019-1014-2
[16] Kanzow, C.; Shehu, Y., Strong convergence of a double projection-type method for monotone variational inequalities in Hilbert spaces, J Fixed Point Theory Appl, 20, 51 (2018) · Zbl 1491.47065 · doi:10.1007/s11784-018-0531-8
[17] Solodov, MV; Svaiter, BF., A new projection method for variational inequality problems, SIAM J Control Optim, 37, 765-776 (1999) · Zbl 0959.49007
[18] Yao, Y.; Postolache, M.; Yao, JC., Iterative algorithms for the generalized variational inequalities, UPB Sci Bull Series A, 81, 3-16 (2019) · Zbl 1513.49038
[19] Yao, Y.; Postolache, M.; Yao, JC., Iterative algorithms for pseudomonotone variational inequalities and fixed point problems of pseudocontractive operators, Mathematics, 7 (2019)
[20] Yao, Y.; Postolache, M.; Yao, JC., Strong convergence of an extragradient algorithm for variational inequality and fixed point problems, UPB Sci Bull Series A, 82, 1, 3-12 (2020) · Zbl 1505.47095
[21] Zhao, X.; Yao, JC; Yao, Y., A proximal algorithm for solving split monotone variational inclusions, U Politeh Buch Ser A, 82, 3, 43-52 (2020) · Zbl 1505.47101
[22] Shehu, Y.; Dong, QL; Jiang, D., Single projection method for pseudo-monotone variational inequality in Hilbert spaces, Optimization, 68, 385-409 (2019) · Zbl 1431.49009
[23] Tseng, P., A modified Forward-Backward splitting method for maximal monotone mappings, SIAM J Control Optim, 38, 431-446 (2009) · Zbl 0997.90062
[24] Alber, Y.; Ryazantseva, I., Nonlinear ill-posed problems of monotone type (2006), Dordrecht: Springer, Dordrecht · Zbl 1086.47003
[25] Shehu, Y., Single projection algorithm for variational inequalities in Banach spaces with applications to contact problems, Acta Math Sci, 40B, 4, 1045-1063 (2020) · Zbl 1493.47099
[26] Thong, DV; Vuong, PT., Modified Tseng’s extragradient methods for solving pseudo-monotone variational inequalities, Optimization (2019) · Zbl 1502.47085 · doi:10.1080/02331934.2019.1616191
[27] Censor, Y.; Lent, A., An iterative row-action method for interval complex programming, J Optim Theory Appl, 34, 321-353 (1981) · Zbl 0431.49042
[28] Bauschke, HH; Borwein, JM; Combettes, PL., Essential smoothness, essential strict convexity and Legendre functions in Banach space, Comm Contemp Math, 3, 615-647 (2001) · Zbl 1032.49025
[29] Bauschke, HH; Borwein, JM., Legendre functions and the method of random Bregman projection, J Convex Anal, 4, 27-67 (1997) · Zbl 0894.49019
[30] Bregman, LM., The relaxation method for finding common points of convex sets and its application to the solution of problems in convex programming, USSR Comput Math Math Phys, 7, 200-217 (1967) · Zbl 0186.23807
[31] Bertsekas, D., Convex analysis and optimization contributors, Angelia Nedic and Asuman E. Ozdaglar (2003), Belmont: Athena Scientific, Belmont · Zbl 1140.90001
[32] Nesterov, Y. Introductory lectures on convex optimization. A basic course. Berlin: Kluwer Academic; 2004. p. 63-64. · Zbl 1086.90045
[33] Butnariu, D.; Iusem, AN., Totally convex functions for fixed points computational and infinite dimensional optimization (2000), Dordrecht: Kluwer Academic, Dordrecht · Zbl 0960.90092
[34] Butnariu, D.; Resmerita, E., Bregman distances, totally convex functions and a method for solving operator equations in Banach spaces, Abstr Appl Anal, 1-39 (2006) · Zbl 1130.47046
[35] Huang, YY; Jeng, JC; Kuo, TY, Fixed point and weak convergence theorems for point-dependent λ-hybrid mappings in Banach spaces, Fixed Point Theory Appl, 2011, 105 (2011) · Zbl 1311.47069
[36] Karamardian, S.; Schaible, S., Seven kinds of monotone maps, J Optim Theory Appl, 66, 37-46 (1990) · Zbl 0679.90055
[37] Lin, LJ; Yang, MF; Ansari, QH, Existence results for Stampacchia and Minty type implicit variational inequalities with multivalued maps, Nonlinear Analy Theory Methods Appl, 61, 1-19 (2005) · Zbl 1065.49008
[38] Mashreghi, J.; Nasri, M., Forcing strong convergence of Korpelevich’s method in Banach spaces with its applications in game theory, Nonlinear Analy, 72, 2086-2099 (2010) · Zbl 1179.49013
[39] Jolaoso, LO; Aphane, M., Weak and strong convergence Bregman extragradient schemes for solving pseudo-monotone and non-Lipschitz variational inequalities, J Ineq Appl, 2020, 195-00 (2020) · Zbl 1503.65134
[40] Jolaoso, LO; Taiwo, A.; Alakoya, TO, A strong convergence theorem for solving pseudo-monotone variational inequalities using projection methods in a reflexive Banach space, J Optim Theory Appl, 185, 3, 744-766 (2020) · Zbl 07211749
[41] Iusem, A.; Nasri, M., Korpelevich’s method for variational inequality problem in Banach spaces, J Global Optim, 50, 59-76 (2011) · Zbl 1226.49010
[42] Breton, M.; Zaccour, G.; Zahaf, M., A differential game of joint implementation of environmental projects, Automatica, 41, 1737-1749 (2005) · Zbl 1125.91309
[43] Rosen, JB., Existence and uniqueness of equilibrium points for concave n-person games, Econometrica, 33, 520-534 (1965) · Zbl 0142.17603
[44] Harker, PT; Pang, JS., A damped-Newton method for the linear complementarity problem, Lect Appl Math, 26, 265-284 (1990) · Zbl 0699.65054
[45] Bauschke, HH, Combettes, PL. Convex analysis and monotone operator theory in Hilbert spaces. New York: Springer; 2011. (CMS Books in Mathematics). · Zbl 1218.47001
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