Abstract
In this paper, we introduce an explicit subgradient extragradient algorithm for solving equilibrium problem with a bifunction satisfying pseudomonotone and Lipschitz-like condition in a 2-uniformly convex and uniformly smooth Banach space. We also defined a new self-adaptive stepsize rule and prove a convergence result for solving the equilibrium problem without any prior estimate of the Lipschitz-like constants of the bifunction. Furthermore, we provide some numerical examples to illustrate the efficiency and accuracy of the proposed algorithm. This result improves and extends many recent results in this direction in the literature.
Similar content being viewed by others
References
Alber, Y.I.: Metric and Generalized Projections in Banach Spaces: Properties and Applications. In: Kartsatos, A.G. (ed.) Theory and Applications of Nonlinear Operators of Accretive and Monotone Type, pp 15–50 (1996)
Alber, Y.I., Reich, S.: An iterative method for solving a class of nonlinear operator in Banach spaces. Pan. Amer. Math. J. 4, 39–54 (1994)
Alber, Y.I., Ryazantseva, I: Nonlinear Ill-Posed Problems of Monotone Type. Spinger, Dordrecht (2006)
Anh, P.K., Hieu, D.V.: Parallel hybrid methods for variational inequalities, equilibrium problems and common fixed point problems. Vietnam J. Math., 44(2), 351–374 (2016)
Balooee, J., Cho, Y.J.: Convergence and stability of iterative algorithms for mixed equilibrium problems and fixed point problems in Banach spaces. J. Nonlinear Convex Anal., 14(3), 601–626 (2013)
Bigi, G., Castellani, M., Pappalardo, M.: A new solution method for equilibrium problems. Optim. Meth. Softw. 24, 895–911 (2009)
Bigi, G., Passacantando, M.: Descent and penalization techniques for equilibrium problems with nonlinear constraints. J. Optim. Theory Appl. 164, 804–818 (2015)
Blum, E., Oettli, W.: From optimization and variational inequalities to equilibrium problems. Math. Stud. 63, 123–145 (1994)
Cai, G., Gibali, A., Iyiola, O.S., Shehu, Y.: A new double-projection method for solving variational inequalities in Banach spaces. J. Optim. Theory Appl. 178(1), 219–239 (2018)
Bot, R.I., Csetnek, E.R., Vuong, P.T.: The forward-backward-forward method from continuous and discrete perspective for pseudo-monotone variational inequalities in Hilbert spaces, European. J. Oper. Res. 287, 49–60 (2020)
Chidume, C.E.: Geometric properties of Banach spaces and Nonlinear Iterations, Lecture Notes in Mathematics. Spinger, London, 2009 (1965)
Dadashi, V., Iyiola, O.S., Shehu, Y.: The subgradient extragradient method for pseudomonotone equilibrium. Optimization 69, 901–923 (2020)
Hieu, D.V.: A parallel hybrid method for equilibrium problems, variational inequalities and nonexpansive mappings in Hilbert space. J. Korean Math. Soc. 52(2), 373–388 (2015)
Hieu, D.V.: An inertial-like proximal algorithm for equilibrium problems. Math. Methods Oper. Res. 88, 1–17 (2018)
Hieu, D.V.: Convergence analysis of a new algorithm for strongly pseudomonotone equilibrium problem. Numer. Algor. 77, 983–1001 (2018)
Hieu, D.V.: Halpern subgradient extragradient method extended to equilibrium problems. Rev. R. Acad. Cienc. Exactas F’is. Nat. Ser. A Math. RACSAM 111, 823–840 (2017)
Hieu, D.V.: Modified subgradient extragradient algorithm for pseudomonotone equilibrium problems. Bul. Kor. Math. Soc. 55(5), 1503–1521 (2018)
Hieu, D.V., Cho, Y.J., Xiao, Y.B.: Modified extragradient algorithms for solving equilibrium problems. Optimization 67, 2003–2029 (2018)
Hieu, D.V., Muu, L.D., Quy, P.K., Duong, H.N.: New extragradient methods for solving equilibrium problem in Banach spaces. Banach J. Math Anal. https://doi.org/10.1007/s43037-020-00096-5 (2020)
Hieu, D.V., Strodiot, J.J., Muu, L.D.: Strongly convergent algorithms by using new adaptive regularization parameter for equilibrium problems. J. Comput. Appl. Math., 376, 112844 (2020)
Iusem, A.N., Mohebbi, V.: Extragradient methods for nonsmooth equilibrium problems in Banach spaces. Optimization. https://doi.org/10.1080/02331934.2018.1462808 (2018)
Jolaoso, L.O., Taiwo, A., Alakoya, T.O., Mewomo, O.T.: A strong convergence theorem for solving pseudo-monotone variational inequalities using projection methods. J. Optim. Theory Appl. 185(3), 744–766 (2020)
Jolaoso, L.O., Oyewole, K.O., Okeke, C.C., Mewomo, O.T.: A unified algorithm for solving split generalized mixed equilibrium problem and fixed point of nonspreading mapping in Hilbert space. Demonstr. Math. (accepted to appear) (2018)
Jolaoso, L.O., Alakoya, T.O., Taiwo, A., Mewomo, T.O.: A parallel combination extragradient method with Armijo line searching for finding common solution of finite families of equilibrium and fixed point problems. Rend. del Circ. Matem. Palermo Ser, 2. https://doi.org/10.1007/s12215-019-00431-2 (2019)
Jolaoso, L.O., Alakoya, T.O., Taiwo, A., Mewomo, T.O.: An inertial extragradient method via viscoscity approximation approach for solving equilibrium problem in Hilbert spaces Optimization. https://doi.org/10.1080/02331934.2020.1716752 (2020)
Jouymandi, Z., Moradlou, F.: Extragradient methods for split feasibility problems and generalized equilibrium problems in Banach spaces. Math. Methods Appl. Sci. 41(2), 826–838 (2018)
Jun, Y., Liu, H.: The subgradient extragradient method extended to pseudomonotone equilibrium problems and fixed point problems in Hilbert space. Optim. Lett. 13, 1–14 (2019)
Kamimura, S., Takahashi, W.: Strong convergence of a proximal-type algorithm in a Banach space. SIAM J. Optim. 13, 938–945 (2002)
Kassay, G., Hai, T.N., Vinh, N.T.: The Coupling Popov’s algorithm with subgradient extragradient method for solving equilibrium problems. J. Nonlinear Convex Anal. 19(6), 959–986 (2018)
Khanh, P.D., Vuong, P.T.: Modified projection method for strongly pseudomonotone variational inequalities. J. Glob. Optim. 58, 341–350 (2014)
Kim, D.S., Vuong, P.T., Khanh, P.D.: Qualitative properties of strongly pseudomonotone variational inequalities. Opt. Lett. 10, 1669–1679 (2016)
Lyashko, S.I., Semenov, V.V.: A New Two-Step Proximal Algorithm of Solving the Problem of Equilibrium Programming. In: Goldengorin, B. (ed.) Optimization and Its Applications in Control and Data Sciences, pp 315–325. Springer International, Cham (2016)
Ma, F.: A subgradient extragradient algorithm for solving monotone variational inequalities in Banach spaces. J. Inequal. Appl. 2020, 26 (2020)
Moudafi, A.: On the convergence of splitting proximal methods for equilibrium problems in Hilbert spaces. J. Math. Anal. Appl. 359(2), 508–513 (2009)
Muu, L.D., Nguyen, V.H., Quy, N.V.: On Nash–Cournot oligopolistic market equilibrium models with concave cost functions. J. Global Optim. 41, 351–364 (2008)
Muu, L.D., Oettli, W.: Convergence of an adaptive penalty scheme for finding constrained equilibria. Nonlinear Anal. 18, 1159–1166 (1992)
Muu, L.D., Quoc, T.D.: Regularization algorithms for solving monotone Ky Fan inequalities with application to a Nash–Cournot equilibrium model. J. Optim. Theory Appl. 142(1), 185–204 (2009)
Muu, L.D., Quy, N.V.: On existence and solution methods for strongly pseudomonotone equilibrium problems. Vietnam J. Math. 43, 229–238 (2015)
Nakajo, K.: Strong convergence for gradient projection method and relatively nonexpansive mappings in Banach spaces. Appl. Math. Comput. 271, 251–258 (2015)
Ogbuisi, F.: Popov subgradient extragradient algorithm for pseudomonotone equilibrium problem in Banach spaces. J. Nonlinear Funct. Analy. 2019, Article ID 44 (2019)
Oyewole, K.O., Jolaoso, L.O., Izuchuwu, C., Mewomo, O.T.: On approximation of common solution of finite family of mixed equilibrium problems with μ-η relaxed monotone operator in a Banach space. U.P.B. Sci. Bull. Series (accepted to appear) (2018)
Quoc, T.D., Muu, L.D., Nguyen, V.H.: Extragradient algorithms extended to equilibrium problems. Optimization 57, 749–776 (2008)
ur Rehman, H., Kumam, P., Cho, Y.J., Yordsorn, P.: Weak convergence of explicit extragradient algorithms for solving equilibrium problems. J. Inequal. Appl. 1, 1–25 (2019)
ur Rehman, H., Kumam, P., Dong, Q.L., Peng, Y., Deebani, W.: A new Popov’s subgradient extragradient method for two classes of equilibrium programming in a real Hilbert space Optimization. https://doi.org/10.1080/02331934.2020.1797026(2020)
Shehu, Y.: Single projection algorithm for variational inequalities in Banach spaces with application to contact problem. Acta Math. Sci. Ser. B (Engl. Ed.), 40(4), 1045–1063 (2020)
Taiwo, A., Jolaoso, L.O., Mewomo, O.T.: Parallel hybrid algorithm for solving pseudomonotone equilibrium and split common fixed point problems. Bull. Malaysian Mat. Sci. Soc. Ser. 2. https://doi.org/10.1007/s40840-019-00781-1 (2019)
Takahashi, Y., Hashimoto, K., Kato, M.: On sharp uniform convexity, smoothness, and strong type, cotype inequalities. J. Nonlinear Convex Anal. 3, 267–281 (2002)
Tiel, J.V.: Convex Analysis: An Introductory Text. Wiley, New York (1984)
Van, N.T.T., Strodiot, J.J., Nguyen, V.H.: The interior proximal extragradient method for solving equilibrium problems. J. Global Optim. 44(2), 175–192 (2009)
Vuong, P.T., Strodiot, J.: A dynamical system for strongly pseudo-monotone equilibrium problems. J Optim Theory Appl. 185, 767–784 (2020)
Acknowledgments
The authors acknowledge the Department of Mathematics and Applied Mathematics at the Sefako Makgatho Health Sciences University for making their facilities available for the research. The authors also acknowledge the financial support from the Research Office, Sefako Makgatho Health Sciences University, South Africa. The authors sincerely thank the anonymous reviewers whose comments have improved the content of this paper.
Funding
L.O. Jolaoso is supported by the Postdoctoral research funding from the Research Office, Sefako Makgatho Health Sciences University, South Africa.
Author information
Authors and Affiliations
Corresponding author
Additional information
Publisher’s note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Jolaoso, L.O., Aphane, M. An explicit subgradient extragradient algorithm with self-adaptive stepsize for pseudomonotone equilibrium problems in Banach spaces. Numer Algor 89, 583–610 (2022). https://doi.org/10.1007/s11075-021-01126-5
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11075-021-01126-5