Abstract
In this paper, we introduce the split equality Minty variational inequality problem in reflexive real Banach spaces. Then we construct a single projection inertial algorithm for solving the introduced problem. We establish a strong convergence result with the assumption that the mappings under consideration are Lipschitz continuous and quasimonotone. We give some specific applications of the main result and finally provide a numerical example to demonstrate the workability of our method.
Similar content being viewed by others
References
Agarwal, R.P., O’Regan, D., Sahu, D.R.: Topological Fixed Point Theory and Its Applications, vol. 6. Springer, New York (2009)
Alakoyo, T.O., Mewomo, O.T., Shehu, Y.: Strong convergence results for quasimonotone variational inequalities. Math. Methods Oper. Res. 95(2), 249–279 (2022)
Bauschke, H.H., Borwein, J.M.: Legendre functions and the method of random Bregman projections. J. Convex Anal. 4(1), 27–67 (1997)
Belay, Y.A., Zegeye, H., Boikanyo, O.A.: An inertial method for split equality common f, g-fixed point problems of f, g-pseudocontractive mappings in reflexive real Banach spaces. J. Anal. 31(2), 963–1000 (2023)
Belay, Y.A., Zegeye, H., Boikanyo, O.A.: Solutions of split equality Hammerstein type equation problems in reflexive real Banach spaces. Carpathian J. Math. 39(1), 45–72 (2023)
Belay, Y.A., Zegeye, H., Boikanyo, O.A.: Approximation methods for solving split equality of variational inequality and f, g- fixed point problems in reflexive Banach spaces. Nonlinear Funct. Anal. Appl. 135–173 (2023)
Bonnans, J.F., Shapiro, A.: Perturbation Analysis of Optimization Problems. Springer, New York (2013)
Boikanyo, O.A., Zegeye, H.: Split equality variational inequality problems for pseudomonotone mappings in Banach spaces. Stud. Univ. Babes-Bolyai Math. 66(1), 139–158 (2021)
Butnariu, D., Resmerita, E.: Bregman distances, totally convex functions, and a method for solving operator equations in Banach spaces. Abstr. Appl. Anal 2006, 39 (2006)
Butnariu, D., Reich, S., Zaslavski, A.J.: There are many totally convex functions. J. Convex Anal. 13(3–4), 623 (2006)
Censor, Y., Gibali, A., Reich, S.: Algorithms for the split variational inequality problem. Numer. Algorithms 59, 301–323 (2012)
Censor, Y., Lent, A.: An iterative row-action method for interval convex programming. J. Optim. Theory Appl. 34, 321–353 (1981)
Censor, Y., Elfving, T.: A multiprojection algorithm using Bregman projections in a product space. Numer. Algorithms 8, 221–239 (1994)
Cholamjiak, P., Shehu, Y.: Inertial forward-backward splitting method in Banach spaces with application to compressed sensing. Appl. Math. 64(4), 409–435 (2019)
Cholamjiak, W., Kitisak, P., Yambangwai, D.: An inertial parallel CQ subgradient extragradient method for variational inequalities application to signal-image recovery. Results Nonlinear Anal. 4(4), 217–234 (2021)
Cholamjiak, W., Dutta, H., Yambangwai, D.: Image restorations using an inertial parallel hybrid algorithm with Armijo linesearch for nonmonotone equilibrium problems. Chaos Solitons Fractals 153, 111462 (2021)
Cholamjiak, W., Suparatulatorn, R.: Strong convergence of a modified extragradient algorithm to solve pseudomonotone equilibrium and application to classification of diabetes mellitus. Chaos Solitons Fractals 168, 113108 (2023)
Cottle, R.W., Yao, J.C.: Pseudo-monotone complementarity problems in Hilbert space. J. Optim. Theory Appl. 75(2), 281–295 (1992)
Dupuis, P., Nagurney, A.: Dynamical systems and variational inequalities. Ann. Oper. Res. 44, 7–42 (1993)
Facchinei, F., Fransisco, P.: Finite-Dimensional Variational Inequalities and Complementarity Problems. Springer, New York (2003)
Fichera, G.: Sul problema elastostatico di Signorini con ambigue condizioni al contorno. Atti Accad. Naz. Lincei VIII. Ser. Rend. Cl. Sci. Fis. Mat. Nat. 34, 138–142 (1963)
Goldstein, A.A.: Convex programming in Hilbert space. Bull. Am. Math. Soc. 70, 709–710 (1964)
Izuchukwu, C., Shehu, Y., Yao, J.C.: New inertial forward-backward type for variational inequalities with Quasi-monotonicity. J. Glob. Optim. 84(2), 441–564 (2022)
Jolaoso, L.O., Shehu, Y.: Single Bregman projection method for solving variational inequalities in reflexive Banach spaces. Appl. Anal. 101(14), 4807–4828 (2022)
Kinderlehrer, D., Stampacchia, G.: An Introduction to Variational Inequalities and Their Applications. SIAM, New York (2000)
Kwelegano, K.M.T., Zegeye, H., Boiknyo, O.A.: An Iterative method for split equality variational inequality problems for non-Lipschitz pseudomonotone mappings. Rend. Circ. Mat. Palermo 71(1), 325–348 (2022)
Liu, H., Yang, J.: Weak convergence of iterative methods for solving quasimonotone variational inequalities. Comput. Optim. Appl. 77(2), 491–508 (2020)
Malitsky, Y.: Projected reflected gradient methods for monotone variational inequalities. SIAM J. Optim. 25(1), 502–520 (2015)
Maingé, P.E.: Strong convergence of projected subgradient methods for nonsmooth and nonstrictly convex minimization. Set-Valued Anal. 16(7–8), 899–912 (2008)
Martín-Márquez, V., Reich, S., Sabach, S.: Right Bregman nonexpansive operators in Banach spaces. Nonlinear Anal. 75(14), 5448–5465 (2012)
Moudafi, A.: A relaxed alternating CQ algorithm for convex feasibility problems. Nonlinear Anal. 79, 117–121 (2013)
Nagurney, A.: Network Economics: A Variational Inequality Approach. Kluwer Academic Publishers, Dordrechit (1998)
Naraghirad, E., Yao, J.C.: Bregman weak relatively nonexpansive mappings in Banach spaces. Fixed Point Theory Appl. 2013(1), 1–43 (2013)
Nesterov, Y.: Introductory Lectures on Convex Optimization: A Basic Course. Kluwer Academic Publishers, Boston (2013)
Nevanlinna, O., Reich, S.: Strong convergence of contraction semigroups and of iterative methods for accretive operators in Banach spaces. Isr. J. Math. 32, 44–58 (1979)
Pappalardo, M., Passacantando, M.: Stability for equilibrium problems: from variational inequalities to dynamical systems. J.O.T.A. 113, 567–582 (2002)
Pathak, H.K.: An Introduction to Nonlinear Analysis and Fixed Point Theory. Springer, Singapore (2018)
Phelps, R.R.: Convex Functions, Monotone Operators and Differentiability. Springer, Berlin (2009)
Polyak, B.T.: Some methods of speeding up the convergence of iteration methods. USSR Comput. Math. Math. Phys. 4(5), 1–17 (1964)
Reem, D., Reich, S., De Piero, A.: Re-examination of Bregman functions and new properties of their divergences. Optimization 68(1), 279–348 (2019)
Reich, S.: Asymptotic behavior of contractions in Banach spaces. J. Math. Anal. Appl. 44(1), 57–70 (1973)
Reich, S.: Weak convergence theorems for nonexpansive mappings in Banach spaces. J. Math. Anal. Appl. 67(2), 274–276 (1979)
Reich, S.: On the asymptotic behavior of nonlinear semigroups and the range of accretive operators. J. Math. Anal. Appl. 79(1), 113–126 (1981)
Reich, S., Sabach, S.: A strong convergence theorem for a proximal-type algorithm in reflexive Banach spaces. J. Nonlinear Convex Anal. 10(3), 471–485 (2009)
Reich, S., Sabach, S.: Two strong convergence theorems for Bregman strongly nonexpansive operators in reflexive Banach spaces. Nonlinear Anal. 73(1), 122–135 (2010)
Reich, S., Sabach, S.: A projection method for solving nonlinear problems in reflexive Banach spaces. J. Fixed Point Theory Appl. 9(1), 101–116 (2011)
Reich, S., Zaslavski, A.J.: Existence of a unique fixed point for nonlinear contractive mappings. Mathematics 8(1), 55 (2020)
Reich, S., Thong, D.V., Cholamjiak, P., Van Long, L.: Inertial projection-type methods for solving pseudomonotone variational inequality problems in Hilbert space. Numer. Algorithms 1–23 (2021)
Reich, S., Tuyen, T.M., Sunthrayuth, P., Cholamjiak, P.: Two new inertial algorithms for solving variational inequalities in reflexive Banach spaces. Numer. Funct. Anal. Optim. 42(16), 1954–1984 (2022)
Salahuddin: The extragradient method for quasi-monotone variational inequalities. Optimization 71(9), 2519–2528 (2022)
Senakka, P., Cholamjiak, P.: Approximation method for solving fixed point problem of Bregman strongly nonexpansive mappings in reflexive Banach spaces. Ric. Mat. 65(1), 209–220 (2016)
Sow, T.M.M.: New iterative schemes for solving variational inequality and fixed points problems involving demicontractive and quasi-nonexpansive mappings in Banach spaces. Appl. Math. Nonlinear Sci. 4(2), 559–574 (2019)
Stampacchia, G.: Formes bilineaires coercitives sur les ensembles convexes. C. R. Hebd. Seances L Acad. Sci. 258(18), 4413 (1964)
Suantai, S., Pholasa, N., Cholamjiak, P.: The modified inertial relaxed CQ algorithm for solving the split feasibility problems. J. Ind. Manag. Optim. 14(4), 1595–1615 (2018)
Suantai, S., Pholasa, N., Cholamjiak, P.: Relaxed CQ algorithms involving the inertial technique for multiple-sets split feasibility problems. RACSAM Rev Real Acad A 113, 1081–1099 (2019)
Thong, D.V., Yang, J., Cho, Y.J., Rassias, T.M.: Explicit extragradient-like method with adaptive stepsizes for pseudomonotone variational inequalities. Optim. Lett. 15, 1–19 (2021)
Wang, K., Wang, Y., Iyiola, O.S., Shehu, Y.: Double inertial projection method for variational inequalities with quasi-monotonicity. Optimization 73, 1–33 (2022)
Wang, Z.B., Chen, X., Yi, J., Chen, Z.Y.: Inertial projection and contraction algorithms with larger step sizes for solving quasimonotone variational inequalities. J. Glob. Optim. 82, 1–24 (2022)
Wang, Z., Sunthrayuth, P., Adamu, A., Cholamjiak, P.: Modified accelerated Bregman projection methods for solving quasi-monotone variational inequalities. Optimization 1–35 (2023)
Wega, G.B., Zegeye, H.: Convergence results of forward-backward method for a zero of the sum of maximally monotone mappings in Banach spaces. Appl. Comput. Math. 39(3), 1–16 (2020)
Wega, G.B., Zegeye, H.: Convergence theorems of common solutions of variational inequality and f-fixed point problems in Banach spaces. Appl. Set-Valued Anal. Optim. 3(1), 55–73 (2021)
Xu, H.K.: Iterative algorithms for nonlinear operators. J. Lond. Math. Soc. 66(1), 240–256 (2002)
Ye, M., He, Y.: A double projection method for solving variational inequalities without monotonicity. Comput. Optim. Appl. 60, 141–150 (2015)
Zegeye, H., Shahzad, N.: A hybrid scheme for finite families of equilibrium, variational inequality and fixed point problems. Nonlinear Anal. Theory Methods Appl. 74(1), 263–272 (2011)
Zegeye, H., Shahzad, N., Alghamdi, M.A.: Strong convergence theorems for a common point of solution of variational inequality, solutions of equilibrium and fixed point problems. Fixed Point Theory Appl. 2012, 1–17 (2012)
Zheng, L.: A double projection algorithm for quasimonotone variational inequalities in Banach spaces. J. Inequal. Appl. 2018(1), 256 (2018)
Zhong, X.: On the fenchel duality between strong convexity and Lipschitz continuous gradient (2018). arXiv:1803.06573 [math.OC]
Acknowledgements
The first and second authors gratefully acknowledge the funding received from Simons Foundation based at Botswana International University of Science and Technology (BIUST). The first author is grateful to Aksum University for the financial support provided during his study.
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
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Belay, Y.A., Zegeye, H., Boikanyo, O.A. et al. An inertial method for solving split equality quasimonotone Minty variational inequality problems in reflexive Banach spaces. Rend. Circ. Mat. Palermo, II. Ser (2024). https://doi.org/10.1007/s12215-024-01025-3
Received:
Accepted:
Published:
DOI: https://doi.org/10.1007/s12215-024-01025-3
Keywords
- Banach spaces
- Bregman distance
- Minty variational inequality
- Quasimonotone mapping
- Split equality
- Strong convergence