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Convergence theorems for solving a system of pseudomonotone variational inequalities using Bregman distance in Banach spaces

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Abstract

In this paper, we present two new parallel Bregman projection algorithms for finding a common solution of a system of pseudomonotone variational inequality problems in a real reflexive Banach space. The first algorithm combines a parallel Bregman subgradient extragradient method with the Halpern iterative method for approximating a common solution of variational inequalities in reflexive Banach spaces. The second algorithm involves a parallel Bregman subgradient extragradient method, Halpern iterative method and a line search procedure which aims to avoid the condition of finding prior estimate of the Lipschitz constant of each cost operator. Two strong convergence results were proved under standard assumptions imposed on the cost operators and control sequences. Finally, we provide some numerical experiments to illustrate the behaviour of the sequences generated by the proposed algorithms.

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References

  1. Alber, Y.I: Metric and generalized projection operators in Banach spaces: properties and applications. In: Kartsatos, A.G. (ed.) Theory and Applications of Nonlinear Operator of Accretive and Monotone Type, pp. 15–50. Marcel Dekker, New York (1996)

  2. Anh, P.N., Phuong, N.X.: A parallel extragradient-like projection method for unrelated variational inequalities and fixed point problem. J. Fixed Point Theory Appl. 20, Art. 74 (2018). https://doi.org/10.1007/s11784-018-0554-1

  3. Apostol, R.Y., Grynenko, A.A., Semenov, V.V.: Iterative algorithms for monotone bilevel variational inequalities. J. Comput. Appl. Math. 107, 3–14 (2012)

    Google Scholar 

  4. Beck, A.: First-Order Methods in Optimization. Society for Industrial and Applied Mathematics, Philadelphia (2017)

    Book  Google Scholar 

  5. Bregman, L.M.: 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)

    Article  MathSciNet  Google Scholar 

  6. Ceng, L.C., Hadjisavas, N., Weng, N.C.: Strong convergence theorems by a hybrid extragradient-like approximation method for variational inequalities and fixed point problems. J. Glob. Optim. 46, 635–646 (2010)

    Article  MathSciNet  Google Scholar 

  7. Censor, Y., Lent, A.: An iterative row-action method for interval convex programming. J. Optim. Theory Appl. 34, 321–353 (1981)

    Article  MathSciNet  Google Scholar 

  8. 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)

    Article  MathSciNet  Google Scholar 

  9. Censor, Y., Gibali, A., Reich, S.: Extensions of Korpelevich’s extragradient method for variational inequality problems in Euclidean space. Optimization 61, 1119–1132 (2012)

    Article  MathSciNet  Google Scholar 

  10. Chidume, C.E., Nnakwe, M.O.: Convergence theorems of subgradient extragradient algorithm for solving variational inequalities and a convex feasibility problem. Fixed Theory Appl. 2018, 16 (2018). https://doi.org/10.1186/s13663-018-0641-4

    Article  MathSciNet  MATH  Google Scholar 

  11. Denisov, S.V., Semenov, V.V., Stetsynk, P.I.: Bregman extragradient method with monotone rule of step adjustment. Cybern. Syst. Anal. 55(3), 377–383 (2019)

    Article  Google Scholar 

  12. Facchinei, F., Pang, J.S.: Finite-Dimensional Variational Inequalities and Complementarity Problems. Springer Series in Operations Research, vol. II. Springer, New York (2003)

    MATH  Google Scholar 

  13. Fang, C., Chen, S.: Some extragradient algorithms for variational inequalities. Advances in variational and hemivariational inequalities. Adv. Mech. Math. 33, 145–171 (2015)

    Article  Google Scholar 

  14. 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)

  15. Gibali, A.: A new Bregman projection method for solving variational inequalities in Hilbert spaces. Pure Appl. Funct. Anal. 3(3), 403–415 (2018)

    MathSciNet  MATH  Google Scholar 

  16. Glowinski, R., Lions, J.L., Trémoliéres, R.: Numerical Analysis of Variational Inequalities. North-Holland, Amsterdam (1981)

    MATH  Google Scholar 

  17. Hieu, D.V.: Parallel and cyclic hybrid subgradient extragradient methods for variational inequalities. Afr. Mat. 28, 677–692 (2017)

    Article  MathSciNet  Google Scholar 

  18. Hieu, D.V., Cholamjiak, P.: Modified extragradient method with Bregman distance for variational inequalities. Appl. Anal. (2020). https://doi.org/10.1080/00036811.2020.1757078

    Article  MATH  Google Scholar 

  19. Hieu, D.V., Anh, P.K., Muu, L.D.: Modified hybrid projection methods for finding common solutions to variational inequality problems. Comput. Optim. Appl. 66, 75–96 (2017)

    Article  MathSciNet  Google Scholar 

  20. Iusem, A.N., Nasri, M.: Korpelevich’s method for variational inequality problems in Banach spaces. J. Glob. Optim. 50, 50–76 (2011)

    Article  MathSciNet  Google Scholar 

  21. Jolaoso, L.O.: An inertial projection and contraction method with a line search technique for variational inequality and fixed point problems. Optimization (2021). https://doi.org/10.1080/02331934.2021.1901289

    Article  Google Scholar 

  22. Jolaoso, L.O.: The subgradient extragradient method for solving pseudomonotone equilibrium and fixed point problems in Banach spaces. Optimization (2021). https://doi.org/10.1080/02331934.2021.1935935

    Article  MATH  Google Scholar 

  23. Jolaoso, L.O., Aphane, M.: Weak and strong convergence Bregman extragradient schemes for solving pseudomonotone and non-Lipschitz variational inequalities. J. Inequal. Appl. 2020, 195 (2020)

    Article  Google Scholar 

  24. Jolaoso, L.O., Shehu, Y.: Single Bregman projection method for solving variational inequalities in reflexive Banach spaces. Appl. Anal. (2021). https://doi.org/10.1080/00036811.2020.1869947

    Article  MATH  Google Scholar 

  25. Jolaoso, L.O., Oyewole, O.K., Aremu, K.O.: A Bregman subgradient extragradient method with self-adaptive technique for solving variational inequalities in reflexive Banach spaces. Optimization (2021). https://doi.org/10.1080/02331934.2021.1925669

    Article  Google Scholar 

  26. Jolaoso, L.O., Shehu, Y., Yao, J.-C.: Inertial extragradient type method for mixed variational inequalities without monotonicity. Math. Comput. Simul. (2021). https://doi.org/10.1016/j.matcom.2021.09.010

    Article  MATH  Google Scholar 

  27. Jolaoso, L.O., Shehu, Y., Yao, J.-C.: Improved subgradient extragradient methods with self-adaptive stepsizes for variational inequalities in Hilbert spaces. J. Nonlinear Convex Anal. 22(8), 1591–1614 (2021)

    MathSciNet  Google Scholar 

  28. Jolaoso, L.O., Shehu, Y., Cho, Y.J.: Convergence analysis for variational inequalities and fixed point problems in reflexive Banach spaces. J. Inequal. Appl. 2021, 44 (2021). https://doi.org/10.1186/s13660-021-02570-6

    Article  MathSciNet  MATH  Google Scholar 

  29. Kinderlehrer, D., Stampacchia, G.: An Introduction to Variational Inequalities and Their Applications. Academic Press, New York (1980)

    MATH  Google Scholar 

  30. Kitisak, P., Cholamjiak, W., Yambangwai, D., Jaidee, R.: A modified parallel hybrid subgradient extragradient method of variational inequality problems. Thai. J. Math. 18(1), 261–274 (2020)

    MathSciNet  MATH  Google Scholar 

  31. Kohsaka, F., Takahashi, W.: Proximal point algorithms with Bregman functions in Banach spaces. J. Nonlinear Convex Anal. 6, 505–523 (2005)

    MathSciNet  MATH  Google Scholar 

  32. Korpelevich, G.M.: The extragradient method for finding saddle points and other problems. Ekon. Mat. Metody. 12, 747–756 (1976). (in Russian)

    MathSciNet  MATH  Google Scholar 

  33. Lin, L.J., Yang, M.F., Ansari, Q.H., Kassay, G.: Existence results for Stampacchia and Minty type implicit variational inequalities with multivalued maps. Nonlinear Anal. Theory Methods Appl. 61, 1–19 (2005)

    Article  MathSciNet  Google Scholar 

  34. Mainge, P.E.: Strong convergence of projected subgradient methods for nonsmooth and nonstrictly convex minimization. Set-Valued Anal. 16, 899–912 (2008)

    Article  MathSciNet  Google Scholar 

  35. Mashreghi, J., Nasri, M.: Forcing strong convergence of Korpelevich’s method in Banach spaces with its applications in game theory. Nonlinear Anal. 72, 2086–2099 (2010)

    Article  MathSciNet  Google Scholar 

  36. Naraghirad, E., Yao, J.-C.: Bregman weak relatively nonexpansive mappings in Banach spaces. Fixed Point Theory Appl. 2013, Article ID 141 (2013)

  37. Phelps, R.R.: Convex Functions, Monotone Operators and Differentiablity. Lecture Notes in Mathematics, vol. 1364, 2nd edn. Springer, Berlin (1993)

  38. Reich, S., Sabach, S.: A strong convergence theorem for proximal type-algorithm in reflexive Banach spaces. J. Nonlinear Convex Anal. 10, 471–485 (2009)

    MathSciNet  MATH  Google Scholar 

  39. Solodov, M.V., Svaiter, B.F.: A new projection method for variational inequality problems. SIAM J. Control Optim. 37, 765–776 (1999)

    Article  MathSciNet  Google Scholar 

  40. Stampacchia, G.: Formes bilineaires coercitives sur les ensembles convexes. C. R. Acad. Sci. Paris. 258, 4413–4416 (1964)

  41. Xu, H.K.: Iterative algorithms for nonlinear operators. J. Lond. Math. Soc. 66, 240–256 (2002)

    Article  MathSciNet  Google Scholar 

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Acknowledgements

This research was completed when LO was visiting the Federal University of Agriculture Abeokuta as a research visitor. The author thanks the institution for providing their resources will aid the research.

Funding

This first author is supported by the Postdoctoral research grant from the Sefako Makgatho Health Sciences University, South Africa.

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All authors worked equally on the results and approved the final manuscript.

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Correspondence to Lateef Olakunle Jolaoso.

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Jolaoso, L.O., Aphane, M., Raji, M.T. et al. Convergence theorems for solving a system of pseudomonotone variational inequalities using Bregman distance in Banach spaces. Boll Unione Mat Ital 15, 561–588 (2022). https://doi.org/10.1007/s40574-022-00322-y

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